AI Native Lang Size Benchmark

This benchmark measures AINL source compactness against generated implementation artifacts. It is segmented by profile and mode; it is not a universal compactness claim across programming languages.

Sizing: All markdown tables foreground tiktoken cl100k_base token counts (billing-accurate for GPT-4o-class models). JSON numeric fields still use the CLI --metric. Emitters: prisma and react_ts benchmark stubs were compacted (Mar 2026) for benchmark efficiency. minimal_emit: includes a tiny python_api async fallback stub when no selected target emits code. Headline ratios: viable subset for public_mixed / compatibility_only (legacy / pure-cron focus); full legacy-inclusive totals appear below.

Benchmark Profiles

canonical_strict_valid: Primary public benchmark headline set (strict-valid canonical examples).
public_mixed: Mixed public examples (strict-valid + non-strict-only), clearly labeled as mixed.
compatibility_only: Compatibility-oriented examples only (non-strict/legacy classes). Not a headline set.

Benchmark Modes

full_multitarget: includes all benchmark targets for each artifact (compiler emitters + hybrid wrappers).
full_multitarget_core: six compiler-backed emitters only (matches historical multitarget headline before hybrid wrappers).
minimal_emit: includes only capability-required targets for each artifact.

CI regression baselines (GitHub Actions)

The benchmark-regression workflow compares the freshly generated CI slice JSON (tooling/benchmark_size_ci.json, tooling/benchmark_runtime_ci.json) against files extracted from the baseline git SHA (merge base on PRs, github.event.before on pushes, else origin/main). If tooling/benchmark_size_ci.json / tooling/benchmark_runtime_ci.json exist on that baseline commit, those are preferred (apples-to-apples with the same profile/mode slice). Otherwise the job falls back to the full reports tooling/benchmark_size.json and tooling/benchmark_runtime_results.json when present. Regenerate the CI twins locally with make benchmark-ci (uses the same PYTHON resolution as make benchmark; override with PYTHON=...) and commit them when you want main to anchor CI-vs-CI regressions.

Compiler IR Capability Contract

emit_capabilities.needs_python_api: backend/API execution surface is required.
emit_capabilities.needs_react_ts: frontend UI output is required.
emit_capabilities.needs_prisma: schema/data model output is required.
emit_capabilities.needs_mt5: MT5 strategy output is required.
emit_capabilities.needs_scraper: scraper output is required.
emit_capabilities.needs_cron: cron/scheduler output is required.
emit_capabilities.needs_langgraph / needs_temporal: opt-in hybrid wrapper targets (default false in the compiler).
required_emit_targets.minimal_emit: compiler-planned minimal target set (planner primary source).

Comparative methodology (vs LangGraph, Temporal, prompt-loop frameworks)

Use this repo’s benchmarks to compare authoring compactness (tiktoken on .ainl vs emitted --emit langgraph / --emit temporal vs hand-written baselines) and post-compile runtime cost — not to claim parity with every hosted feature of other stacks.

Step-by-step commands and honest boundaries: docs/competitive/VERSUS_LANGGRAPH_TEMPORAL_BENCHMARKS.md
Onboarding + positioning (no fake numbers): docs/competitive/FROM_LANGGRAPH_TO_AINL.md, docs/competitive/AINL_AND_TEMPORAL.md
OpenClaw / MCP production worksheet: docs/competitive/OPENCLAW_PRODUCTION_SAVINGS.md
Comparison tables (docs/competitive/COMPARISON_TABLE.md): committed benchmark figures + TBD where noted.

Competitive Context

These benchmarks power the head-to-head comparison tables:

Metrics

Default / recommended: tiktoken (cl100k_base) via tooling/bench_metrics.py (shared with runtime benchmarks).
Active CLI metric (JSON): tiktoken — drives raw JSON sizes, economics basis, and viable-threshold comparisons where noted; markdown artifact tables still list (tk) for readability.
Compile ms (mean×3): mean wall time of three compile(..., emit_graph=True) calls per artifact (see JSON compile_time_ms_mean); unrelated to optional compile-reliability batches.
Economics: estimated LLM $/run from token budgets (see JSON economics).

How To Read These Results

Ratio > 1: generated output is larger than AINL source.
Ratio ~ 1: near parity.
Ratio < 1: generated output is smaller than AINL source.
Summary and mode-comparison ratios in this document use tiktoken sums unless labeled otherwise; match them to the (tk) columns in detail tables.

Full Multitarget vs Minimal Emit

full_multitarget shows total downstream expansion potential across all emitters.
minimal_emit is closer to practical deployment comparison because it emits only required targets.

Why Some Ratios Got Worse After Truthfulness Fixes

Ratios can worsen when examples are corrected to express capabilities they were already claiming publicly.
This is expected: honest capability accounting increases counted generated output where prior under-emission existed.
The result is less flattering but more trustworthy and action-guiding.

What We Can Honestly Claim

The benchmark is reproducible, profile-segmented, and mode-segmented.
Minimal mode is the better comparison for practical deployment size discussions.
Full mode is useful for measuring expansion leverage, not apples-to-apples terseness.

What These Numbers Are Not

They are not universal superiority claims over mainstream languages.
They are not a substitute for measuring your own prompts: tiktoken counts are reproducible for this repo’s emitted text, but vendor tokenizers may differ slightly.
They are not a proxy for runtime performance or product quality by themselves.

Viable subset (public_mixed / compatibility_only): selection rules use the CLI metric (tiktoken) on JSON row fields — aggregate emit < 50 (tiktoken units), large-source low-ratio heuristic (source ≥ 400, ratio < 0.22), plus viable_for_aggregate overrides in tooling/artifact_profiles.json. Markdown headline ratios are recomputed in tiktoken for the same viable rows. Strict-valid rows in public_mixed stay viable. Legacy-inclusive totals: Including Legacy Artifacts.

Mode Comparison (Headline + Mixed)

| Profile | Full core ratio (viable, tk) | Full+hybrid ratio (viable, tk) | Minimal ratio (viable, tk) | Viable artifacts | |---|---:|---:|---:|---| | canonical_strict_valid | 3.21x | 362.44x | 0.76x | 19/19 | | public_mixed | 1.02x | 321.80x | 0.73x | 72/85 | | compatibility_only | 0.84x | 318.38x | 0.71x | 53/66 |

Compatibility/non-strict artifacts are segmented and not used as the primary benchmark headline.

Size Drivers (Actionable Diagnosis)

Values below are tiktoken (tk) on the same viable subset as headline drivers when applicable (CLI metric: tiktoken).

full_multitarget

canonical_strict_valid top targets (tk): temporal=465660, langgraph=464733, mt5=3363
canonical_strict_valid top artifacts (tk): examples/test_phase2_common_modules.ainl=239433, examples/hyperspace_demo.ainl=220396, examples/test_adapters_full.ainl=87005
public_mixed top targets (tk): temporal=5357109, langgraph=5353690, mt5=13509
public_mixed top artifacts (tk): examples/autonomous_ops/infrastructure_watchdog.lang=854974, examples/autonomous_ops/monitor_system.lang=735494, examples/autonomous_ops/lead_quality_audit.lang=525930
compatibility_only top targets (tk): temporal=4891449, langgraph=4888957, mt5=10146
compatibility_only top artifacts (tk): examples/autonomous_ops/infrastructure_watchdog.lang=854974, examples/autonomous_ops/monitor_system.lang=735494, examples/autonomous_ops/lead_quality_audit.lang=525930

full_multitarget_core

canonical_strict_valid top targets (tk): mt5=3363, python_api=1816, scraper=1684
canonical_strict_valid top artifacts (tk): examples/scraper/basic_scraper.ainl=591, examples/monitor_escalation.ainl=521, examples/web/basic_web_api.ainl=434
public_mixed top targets (tk): mt5=13509, python_api=7063, scraper=6189
public_mixed top artifacts (tk): examples/internal_tool.lang=787, examples/ticketing.lang=743, examples/ecom.lang=712
compatibility_only top targets (tk): mt5=10146, python_api=5247, scraper=4505
compatibility_only top artifacts (tk): examples/internal_tool.lang=787, examples/ticketing.lang=743, examples/ecom.lang=712

minimal_emit

canonical_strict_valid top targets (tk): python_api=1626, cron=197, scraper=154
canonical_strict_valid top artifacts (tk): examples/scraper/basic_scraper.ainl=253, examples/web/basic_web_api.ainl=106, examples/monitor_escalation.ainl=98
public_mixed top targets (tk): python_api=3548, prisma=766, react_ts=667
public_mixed top artifacts (tk): examples/internal_tool.lang=459, examples/ticketing.lang=419, examples/ecom.lang=394
compatibility_only top targets (tk): python_api=1922, prisma=766, react_ts=667
compatibility_only top artifacts (tk): examples/internal_tool.lang=459, examples/ticketing.lang=419, examples/ecom.lang=394

Residual Overhead Audit (minimal_emit)

canonical_strict_valid

python_api total=1626; structure: decorator_chunks=5, function_def_chunks=6, imports_chunks=119, return_chunks=6, total_chunks=1626
cron total=197; structure: function_def_chunks=11, pass_chunks=6, schedule_comment_chunks=180, total_chunks=197
scraper total=154; structure: function_def_chunks=4, imports_chunks=11, request_call_chunks=18, return_chunks=17, selector_chunks=22, total_chunks=154

public_mixed

python_api total=3548; structure: decorator_chunks=103, function_def_chunks=120, imports_chunks=245, return_chunks=120, total_chunks=3548
prisma total=766; structure: total_chunks=766
react_ts total=667; structure: total_chunks=667

compatibility_only

python_api total=1922; structure: decorator_chunks=98, function_def_chunks=114, imports_chunks=126, return_chunks=114, total_chunks=1922
prisma total=766; structure: total_chunks=766
react_ts total=667; structure: total_chunks=667

Details (full_multitarget)

| Profile | Viable artifacts | AINL source Σ (tk, viable) | Aggregate Σ (tk, viable) | Ratio (tk, viable) | Excluded legacy | |---|---:|---:|---:|---:|---:| | canonical_strict_valid | 19 | 2590 | 938707 | 362.44x | 0 | | public_mixed | 72 | 33390 | 10744872 | 321.80x | 13 | | compatibility_only | 53 | 30800 | 9806165 | 318.38x | 13 |

canonical_strict_valid

Token counts via tiktoken cl100k_base. Minimal_emit fallback stubs are typically ~20–30 tk.

public_mixed

| Artifact | Class | AINL source (tk) | Compile ms (mean×3) | React/TS (tk) | Python API (tk) | Prisma (tk) | MT5 (tk) | Scraper (tk) | Cron (tk) | Aggregate Σ (tk) | Ratio (tk) | Included targets | Notes || est $4o (USD) | |---|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---|---||---:| | examples/api_only.lang | non-strict-only | 107 | 0.722 | 26 | 128 | 76 | 219 | 85 | 0 | 40776 | 381.08x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.290535 | | examples/autonomous_ops/backup_freshness_to_queue.lang | non-strict-only | 192 | 1.169 | 26 | 95 | 40 | 177 | 85 | 0 | 66706 | 347.43x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.475282 | | examples/autonomous_ops/canary_sampler.lang | non-strict-only | 1370 | 5.998 | 26 | 95 | 40 | 177 | 85 | 98 | 460235 | 335.94x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 3.279175 | | examples/autonomous_ops/duplicate_detection.lang | non-strict-only | 625 | 1.367 | 26 | 95 | 68 | 202 | 85 | 0 | 230960 | 369.54x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.645598 | | examples/autonomous_ops/infrastructure_watchdog.lang | non-strict-only | 2222 | 5.199 | 26 | 95 | 40 | 177 | 85 | 98 | 854974 | 384.78x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 6.091695 | | examples/autonomous_ops/invoice_aging.lang | non-strict-only | 384 | 0.949 | 26 | 95 | 69 | 204 | 85 | 0 | 161027 | 419.34x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.147315 | | examples/autonomous_ops/lead_aging.lang | non-strict-only | 404 | 0.911 | 26 | 95 | 73 | 210 | 85 | 0 | 146911 | 363.64x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.046740 | | examples/autonomous_ops/lead_quality_audit.lang | non-strict-only | 1417 | 4.882 | 26 | 95 | 40 | 177 | 85 | 99 | 525930 | 371.16x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 3.747255 | | examples/autonomous_ops/lead_score_drift.lang | non-strict-only | 642 | 1.094 | 26 | 95 | 66 | 197 | 85 | 0 | 246817 | 384.45x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.758573 | | examples/autonomous_ops/memory_prune.lang | non-strict-only | 243 | 0.862 | 26 | 95 | 40 | 177 | 85 | 0 | 71607 | 294.68x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.510197 | | examples/autonomous_ops/meta_monitor.lang | non-strict-only | 518 | 1.199 | 26 | 95 | 40 | 177 | 85 | 0 | 194859 | 376.18x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.388373 | | examples/autonomous_ops/missing_fields.lang | non-strict-only | 631 | 1.772 | 26 | 95 | 68 | 202 | 85 | 0 | 247316 | 391.94x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.762133 | | examples/autonomous_ops/monitor_system.lang | non-strict-only | 2117 | 15.937 | 26 | 95 | 127 | 257 | 85 | 0 | 735494 | 347.42x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted react_ts emitter) | 5.240400 | | examples/autonomous_ops/pipeline_readiness_snapshot.lang | non-strict-only | 216 | 1.263 | 26 | 95 | 40 | 177 | 85 | 0 | 78295 | 362.48x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.557852 | | examples/autonomous_ops/revenue_forecast.lang | non-strict-only | 454 | 1.027 | 26 | 95 | 69 | 204 | 85 | 0 | 179175 | 394.66x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.276622 | | examples/autonomous_ops/service_health_trends.lang | non-strict-only | 1042 | 4.559 | 26 | 95 | 60 | 186 | 85 | 0 | 386538 | 370.96x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 2.754090 | | examples/autonomous_ops/session_continuity.lang | non-strict-only | 1026 | 1.823 | 26 | 95 | 40 | 177 | 85 | 99 | 425224 | 414.45x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 3.029723 | | examples/autonomous_ops/status_snapshot_to_queue.lang | non-strict-only | 214 | 2.030 | 26 | 95 | 40 | 177 | 85 | 0 | 78243 | 365.62x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.557485 | | examples/autonomous_ops/tiktok_health.lang | non-strict-only | 293 | 0.721 | 26 | 95 | 65 | 195 | 85 | 0 | 116938 | 399.11x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.833190 | | examples/autonomous_ops/tiktok_sla_monitor.lang | non-strict-only | 1019 | 3.950 | 26 | 95 | 40 | 177 | 85 | 98 | 354901 | 348.28x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 2.528672 | | examples/autonomous_ops/token_budget_tracker.lang | non-strict-only | 1089 | 2.273 | 26 | 95 | 40 | 177 | 85 | 98 | 422677 | 388.13x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 3.011575 | | examples/autonomous_ops/token_cost_tracker.lang | non-strict-only | 1266 | 2.807 | 26 | 95 | 40 | 177 | 85 | 98 | 479721 | 378.93x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 3.418015 | | examples/bad_include.ainl | non-strict-only | 37 | 0.279 | 26 | 95 | 40 | 177 | 85 | 0 | 11919 | 322.14x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.084925 | | examples/blog.lang | non-strict-only | 237 | 0.976 | 150 | 139 | 88 | 238 | 85 | 0 | 79652 | 336.08x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter) | 0.567525 | | examples/cron/monitor_and_alert.ainl | non-strict-only | 73 | 0.526 | 26 | 95 | 40 | 177 | 85 | 98 | 27253 | 373.33x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.194178 | | examples/crud_api.ainl | strict-valid | 37 | 0.492 | 26 | 95 | 40 | 177 | 85 | 0 | 22231 | 600.84x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.158395 | | examples/ecom.lang | non-strict-only | 238 | 1.016 | 186 | 128 | 80 | 233 | 85 | 0 | 75625 | 317.75x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter) | 0.538833 | | examples/ecosystem/agency-agents/accounts-payable-agent/converted.ainl | non-strict-only | 344 | 1.241 | 26 | 95 | 40 | 177 | 85 | 0 | 67697 | 196.79x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.482343 | | examples/ecosystem/agency-agents/agents-orchestrator/converted.ainl | non-strict-only | 316 | 1.110 | 26 | 95 | 40 | 177 | 85 | 0 | 65117 | 206.07x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.463960 | | examples/ecosystem/agency-agents/engineering-frontend-developer/converted.ainl | non-strict-only | 311 | 1.128 | 26 | 95 | 40 | 177 | 85 | 0 | 65699 | 211.25x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.468108 | | examples/ecosystem/agency-agents/frontend-wizard/converted.ainl | non-strict-only | 347 | 1.536 | 26 | 95 | 40 | 177 | 85 | 0 | 81359 | 234.46x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.579685 | | examples/ecosystem/agency-agents/mcp-builder/converted.ainl | non-strict-only | 419 | 1.327 | 26 | 95 | 40 | 177 | 85 | 0 | 75277 | 179.66x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.536350 | | examples/ecosystem/agency-agents/specialized-workflow-architect/converted.ainl | non-strict-only | 460 | 1.230 | 26 | 95 | 40 | 177 | 85 | 0 | 79163 | 172.09x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.564040 | | examples/ecosystem/clawflows/check-calendar/converted.ainl | non-strict-only | 527 | 2.471 | 26 | 95 | 40 | 177 | 85 | 0 | 128797 | 244.40x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.917680 | | examples/ecosystem/clawflows/check-email/converted.ainl | non-strict-only | 452 | 1.970 | 26 | 95 | 40 | 177 | 85 | 0 | 106711 | 236.09x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.760315 | | examples/ecosystem/clawflows/morning-briefing/converted.ainl | non-strict-only | 1094 | 4.549 | 26 | 95 | 40 | 177 | 85 | 0 | 255053 | 233.14x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.817252 | | examples/ecosystem/clawflows/morning-journal/converted.ainl | non-strict-only | 706 | 3.339 | 26 | 95 | 40 | 177 | 85 | 0 | 172629 | 244.52x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.229980 | | examples/ecosystem/clawflows/plan-week/converted.ainl | non-strict-only | 979 | 4.256 | 26 | 95 | 40 | 177 | 85 | 0 | 228451 | 233.35x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.627712 | | examples/ecosystem/clawflows/prep-tomorrow/converted.ainl | non-strict-only | 940 | 4.042 | 26 | 95 | 40 | 177 | 85 | 0 | 208019 | 221.30x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.482138 | | examples/golden/01_web_server.ainl | non-strict-only | 595 | 3.222 | 26 | 95 | 81 | 197 | 85 | 0 | 138666 | 233.05x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.987997 | | examples/golden/02_dashboard.ainl | non-strict-only | 710 | 3.139 | 26 | 95 | 78 | 191 | 85 | 0 | 182623 | 257.22x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.301192 | | examples/golden/03_scraper.ainl | non-strict-only | 713 | 2.889 | 26 | 95 | 79 | 192 | 85 | 0 | 171005 | 239.84x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.218415 | | examples/golden/04_alerting_monitor.ainl | non-strict-only | 714 | 3.232 | 26 | 95 | 79 | 192 | 85 | 0 | 180703 | 253.09x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.287513 | | examples/golden/05_file_processor.ainl | non-strict-only | 838 | 3.025 | 26 | 95 | 82 | 199 | 85 | 0 | 198167 | 236.48x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.411938 | | examples/hello.ainl | strict-valid | 18 | 0.221 | 26 | 95 | 40 | 177 | 85 | 0 | 10713 | 595.17x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.076330 | | examples/hybrid/langchain_tool_demo.ainl | strict-valid | 231 | 0.315 | 26 | 95 | 40 | 177 | 85 | 0 | 28903 | 125.12x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.205937 | | examples/hybrid/langgraph_outer_ainl_core/monitoring_escalation.ainl | strict-valid | 99 | 0.602 | 26 | 95 | 40 | 177 | 85 | 0 | 25354 | 256.10x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.180652 | | examples/hybrid/temporal_durable_ainl/monitoring_durable.ainl | strict-valid | 85 | 0.441 | 26 | 95 | 40 | 177 | 85 | 0 | 24820 | 292.00x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.176843 | | examples/hyperspace_demo.ainl | strict-valid | 516 | 14.476 | 26 | 95 | 40 | 177 | 85 | 0 | 220396 | 427.12x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.570328 | | examples/if_call_workflow.ainl | strict-valid | 83 | 0.830 | 26 | 95 | 40 | 177 | 85 | 0 | 31899 | 384.33x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.227282 | | examples/integrations/executor_bridge_adapter_min.ainl | non-strict-only | 226 | 0.714 | 26 | 95 | 40 | 177 | 85 | 0 | 43523 | 192.58x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.310105 | | examples/integrations/executor_bridge_min.ainl | non-strict-only | 241 | 0.855 | 26 | 95 | 40 | 177 | 85 | 0 | 45725 | 189.73x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.325795 | | examples/internal_tool.lang | non-strict-only | 227 | 0.793 | 148 | 128 | 85 | 243 | 85 | 98 | 70561 | 310.84x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter) | 0.502750 | | examples/monitor_escalation.ainl | strict-valid | 72 | 0.532 | 26 | 95 | 40 | 177 | 85 | 98 | 25411 | 352.93x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.181053 | | examples/openclaw/agent_read_result.lang | non-strict-only | 109 | 0.240 | 26 | 95 | 40 | 177 | 85 | 0 | 21349 | 195.86x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.152110 | | examples/openclaw/agent_send_task.lang | non-strict-only | 349 | 0.843 | 26 | 95 | 40 | 177 | 85 | 0 | 105399 | 302.00x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.750970 | | examples/openclaw/backup_manager.lang | non-strict-only | 485 | 3.753 | 26 | 95 | 78 | 192 | 85 | 0 | 178614 | 368.28x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 1.272630 | | examples/openclaw/daily_digest.lang | non-strict-only | 283 | 2.246 | 26 | 95 | 78 | 191 | 85 | 0 | 105791 | 373.82x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.753760 | | examples/openclaw/daily_digest.strict.lang | non-strict-only | 565 | 4.092 | 26 | 95 | 101 | 227 | 85 | 0 | 177973 | 315.00x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted react_ts emitter) | 1.268058 | | examples/openclaw/daily_lead_summary.lang | non-strict-only | 147 | 0.932 | 26 | 95 | 79 | 192 | 85 | 0 | 59607 | 405.49x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.424705 | | examples/openclaw/infrastructure_watchdog.lang | non-strict-only | 419 | 2.929 | 26 | 95 | 79 | 192 | 85 | 0 | 141852 | 338.55x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.010700 | | examples/openclaw/lead_enrichment.lang | non-strict-only | 368 | 2.398 | 26 | 95 | 40 | 177 | 85 | 0 | 128647 | 349.58x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.916608 | | examples/openclaw/memory_daily_log_note.lang | non-strict-only | 376 | 1.164 | 26 | 95 | 40 | 177 | 85 | 0 | 78933 | 209.93x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.562397 | | examples/openclaw/memory_token_cost_state.lang | non-strict-only | 382 | 1.265 | 26 | 95 | 40 | 177 | 85 | 0 | 81903 | 214.41x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.583562 | | examples/openclaw/monitor_status_advice_read.lang | non-strict-only | 121 | 0.400 | 26 | 95 | 40 | 177 | 85 | 0 | 69926 | 577.90x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.498225 | | examples/openclaw/monitor_status_advice_request.lang | non-strict-only | 626 | 1.560 | 26 | 95 | 40 | 177 | 85 | 0 | 239688 | 382.89x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 1.707780 | | examples/openclaw/token_cost_advice_read.lang | non-strict-only | 119 | 0.250 | 26 | 95 | 40 | 177 | 85 | 0 | 22464 | 188.77x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.160057 | | examples/openclaw/token_cost_advice_request.lang | non-strict-only | 418 | 0.921 | 26 | 95 | 40 | 177 | 85 | 0 | 120052 | 287.21x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.855375 | | examples/openclaw/webhook_handler.lang | non-strict-only | 306 | 1.684 | 26 | 107 | 62 | 211 | 85 | 0 | 101195 | 330.70x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.721015 | | examples/openclaw_full_unification.ainl | non-strict-only | 84 | 0.635 | 26 | 95 | 40 | 177 | 85 | 0 | 26633 | 317.06x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.189760 | | examples/rag_pipeline.ainl | strict-valid | 29 | 0.377 | 26 | 95 | 40 | 177 | 85 | 0 | 16260 | 560.69x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.115852 | | examples/retry_error_resilience.ainl | strict-valid | 54 | 0.568 | 26 | 95 | 40 | 177 | 85 | 0 | 21127 | 391.24x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.150528 | | examples/scraper/basic_scraper.ainl | strict-valid | 67 | 0.393 | 26 | 95 | 40 | 177 | 154 | 99 | 21759 | 324.76x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.155035 | | examples/status_branching.ainl | strict-valid | 48 | 0.511 | 26 | 95 | 40 | 177 | 85 | 0 | 20343 | 423.81x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.144948 | | examples/test_X_sub.ainl | non-strict-only | 37 | 0.414 | 26 | 95 | 40 | 177 | 85 | 0 | 18271 | 493.81x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.130180 | | examples/test_adapters_full.ainl | strict-valid | 404 | 2.439 | 26 | 95 | 40 | 177 | 85 | 0 | 87005 | 215.36x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.619915 | | examples/test_if_var.ainl | non-strict-only | 42 | 0.602 | 26 | 95 | 40 | 177 | 85 | 0 | 22725 | 541.07x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.161920 | | examples/test_mul.ainl | non-strict-only | 30 | 0.391 | 26 | 95 | 40 | 177 | 85 | 0 | 18229 | 607.63x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.129880 | | examples/test_nested.ainl | strict-valid | 20 | 0.292 | 26 | 95 | 40 | 177 | 85 | 0 | 12369 | 618.45x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.088127 | | examples/test_phase2_common_modules.ainl | strict-valid | 424 | 20.144 | 26 | 95 | 40 | 177 | 85 | 0 | 239433 | 564.70x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.705960 | | examples/ticketing.lang | non-strict-only | 274 | 1.200 | 183 | 152 | 84 | 239 | 85 | 0 | 92415 | 337.28x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter) | 0.658458 | | examples/timeout_demo.ainl | strict-valid | 49 | 2.124 | 26 | 95 | 40 | 177 | 85 | 0 | 24877 | 507.69x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.177250 | | examples/timeout_memory_prune_demo.ainl | strict-valid | 256 | 2.934 | 26 | 95 | 40 | 177 | 85 | 0 | 65239 | 254.84x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.464830 | | examples/web/basic_web_api.ainl | strict-valid | 32 | 0.245 | 26 | 106 | 40 | 177 | 85 | 0 | 15426 | 482.06x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.109912 | | examples/webhook_automation.ainl | strict-valid | 66 | 0.605 | 26 | 95 | 40 | 177 | 85 | 0 | 25142 | 380.94x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.179138 |

Token counts via tiktoken cl100k_base. Minimal_emit fallback stubs are typically ~20–30 tk.

compatibility_only

| Artifact | Class | AINL source (tk) | Compile ms (mean×3) | React/TS (tk) | Python API (tk) | Prisma (tk) | MT5 (tk) | Scraper (tk) | Cron (tk) | Aggregate Σ (tk) | Ratio (tk) | Included targets | Notes || est $4o (USD) | |---|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---|---||---:| | examples/api_only.lang | non-strict-only | 107 | 0.716 | 26 | 128 | 76 | 219 | 85 | 0 | 40776 | 381.08x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.290535 | | examples/autonomous_ops/backup_freshness_to_queue.lang | non-strict-only | 192 | 1.290 | 26 | 95 | 40 | 177 | 85 | 0 | 66706 | 347.43x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.475282 | | examples/autonomous_ops/canary_sampler.lang | non-strict-only | 1370 | 7.783 | 26 | 95 | 40 | 177 | 85 | 98 | 460235 | 335.94x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 3.279175 | | examples/autonomous_ops/duplicate_detection.lang | non-strict-only | 625 | 1.470 | 26 | 95 | 68 | 202 | 85 | 0 | 230960 | 369.54x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.645598 | | examples/autonomous_ops/infrastructure_watchdog.lang | non-strict-only | 2222 | 7.475 | 26 | 95 | 40 | 177 | 85 | 98 | 854974 | 384.78x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 6.091695 | | examples/autonomous_ops/invoice_aging.lang | non-strict-only | 384 | 1.179 | 26 | 95 | 69 | 204 | 85 | 0 | 161027 | 419.34x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.147315 | | examples/autonomous_ops/lead_aging.lang | non-strict-only | 404 | 1.222 | 26 | 95 | 73 | 210 | 85 | 0 | 146911 | 363.64x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.046740 | | examples/autonomous_ops/lead_quality_audit.lang | non-strict-only | 1417 | 15.286 | 26 | 95 | 40 | 177 | 85 | 99 | 525930 | 371.16x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 3.747255 | | examples/autonomous_ops/lead_score_drift.lang | non-strict-only | 642 | 22.870 | 26 | 95 | 66 | 197 | 85 | 0 | 246817 | 384.45x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.758573 | | examples/autonomous_ops/memory_prune.lang | non-strict-only | 243 | 3.956 | 26 | 95 | 40 | 177 | 85 | 0 | 71607 | 294.68x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.510197 | | examples/autonomous_ops/meta_monitor.lang | non-strict-only | 518 | 1.229 | 26 | 95 | 40 | 177 | 85 | 0 | 194859 | 376.18x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.388373 | | examples/autonomous_ops/missing_fields.lang | non-strict-only | 631 | 2.020 | 26 | 95 | 68 | 202 | 85 | 0 | 247316 | 391.94x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.762133 | | examples/autonomous_ops/monitor_system.lang | non-strict-only | 2117 | 19.322 | 26 | 95 | 127 | 257 | 85 | 0 | 735494 | 347.42x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted react_ts emitter) | 5.240400 | | examples/autonomous_ops/pipeline_readiness_snapshot.lang | non-strict-only | 216 | 1.505 | 26 | 95 | 40 | 177 | 85 | 0 | 78295 | 362.48x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.557852 | | examples/autonomous_ops/revenue_forecast.lang | non-strict-only | 454 | 1.278 | 26 | 95 | 69 | 204 | 85 | 0 | 179175 | 394.66x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.276622 | | examples/autonomous_ops/service_health_trends.lang | non-strict-only | 1042 | 5.265 | 26 | 95 | 60 | 186 | 85 | 0 | 386538 | 370.96x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 2.754090 | | examples/autonomous_ops/session_continuity.lang | non-strict-only | 1026 | 2.111 | 26 | 95 | 40 | 177 | 85 | 99 | 425224 | 414.45x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 3.029723 | | examples/autonomous_ops/status_snapshot_to_queue.lang | non-strict-only | 214 | 1.444 | 26 | 95 | 40 | 177 | 85 | 0 | 78243 | 365.62x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.557485 | | examples/autonomous_ops/tiktok_health.lang | non-strict-only | 293 | 1.430 | 26 | 95 | 65 | 195 | 85 | 0 | 116938 | 399.11x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.833190 | | examples/autonomous_ops/tiktok_sla_monitor.lang | non-strict-only | 1019 | 4.929 | 26 | 95 | 40 | 177 | 85 | 98 | 354901 | 348.28x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 2.528672 | | examples/autonomous_ops/token_budget_tracker.lang | non-strict-only | 1089 | 3.028 | 26 | 95 | 40 | 177 | 85 | 98 | 422677 | 388.13x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 3.011575 | | examples/autonomous_ops/token_cost_tracker.lang | non-strict-only | 1266 | 2.830 | 26 | 95 | 40 | 177 | 85 | 98 | 479721 | 378.93x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 3.418015 | | examples/bad_include.ainl | non-strict-only | 37 | 0.313 | 26 | 95 | 40 | 177 | 85 | 0 | 11919 | 322.14x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.084925 | | examples/blog.lang | non-strict-only | 237 | 1.017 | 150 | 139 | 88 | 238 | 85 | 0 | 79652 | 336.08x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter) | 0.567525 | | examples/cron/monitor_and_alert.ainl | non-strict-only | 73 | 0.546 | 26 | 95 | 40 | 177 | 85 | 98 | 27253 | 373.33x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.194178 | | examples/ecom.lang | non-strict-only | 238 | 2.396 | 186 | 128 | 80 | 233 | 85 | 0 | 75625 | 317.75x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter) | 0.538833 | | examples/ecosystem/agency-agents/accounts-payable-agent/converted.ainl | non-strict-only | 344 | 1.710 | 26 | 95 | 40 | 177 | 85 | 0 | 67697 | 196.79x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.482343 | | examples/ecosystem/agency-agents/agents-orchestrator/converted.ainl | non-strict-only | 316 | 1.232 | 26 | 95 | 40 | 177 | 85 | 0 | 65117 | 206.07x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.463960 | | examples/ecosystem/agency-agents/engineering-frontend-developer/converted.ainl | non-strict-only | 311 | 1.333 | 26 | 95 | 40 | 177 | 85 | 0 | 65699 | 211.25x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.468108 | | examples/ecosystem/agency-agents/frontend-wizard/converted.ainl | non-strict-only | 347 | 1.758 | 26 | 95 | 40 | 177 | 85 | 0 | 81359 | 234.46x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.579685 | | examples/ecosystem/agency-agents/mcp-builder/converted.ainl | non-strict-only | 419 | 1.352 | 26 | 95 | 40 | 177 | 85 | 0 | 75277 | 179.66x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.536350 | | examples/ecosystem/agency-agents/specialized-workflow-architect/converted.ainl | non-strict-only | 460 | 1.318 | 26 | 95 | 40 | 177 | 85 | 0 | 79163 | 172.09x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.564040 | | examples/ecosystem/clawflows/check-calendar/converted.ainl | non-strict-only | 527 | 2.536 | 26 | 95 | 40 | 177 | 85 | 0 | 128797 | 244.40x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.917680 | | examples/ecosystem/clawflows/check-email/converted.ainl | non-strict-only | 452 | 2.351 | 26 | 95 | 40 | 177 | 85 | 0 | 106711 | 236.09x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.760315 | | examples/ecosystem/clawflows/morning-briefing/converted.ainl | non-strict-only | 1094 | 4.733 | 26 | 95 | 40 | 177 | 85 | 0 | 255053 | 233.14x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.817252 | | examples/ecosystem/clawflows/morning-journal/converted.ainl | non-strict-only | 706 | 3.533 | 26 | 95 | 40 | 177 | 85 | 0 | 172629 | 244.52x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.229980 | | examples/ecosystem/clawflows/plan-week/converted.ainl | non-strict-only | 979 | 4.666 | 26 | 95 | 40 | 177 | 85 | 0 | 228451 | 233.35x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.627712 | | examples/ecosystem/clawflows/prep-tomorrow/converted.ainl | non-strict-only | 940 | 4.074 | 26 | 95 | 40 | 177 | 85 | 0 | 208019 | 221.30x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.482138 | | examples/golden/01_web_server.ainl | non-strict-only | 595 | 2.471 | 26 | 95 | 81 | 197 | 85 | 0 | 138666 | 233.05x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.987997 | | examples/golden/02_dashboard.ainl | non-strict-only | 710 | 3.386 | 26 | 95 | 78 | 191 | 85 | 0 | 182623 | 257.22x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.301192 | | examples/golden/03_scraper.ainl | non-strict-only | 713 | 2.874 | 26 | 95 | 79 | 192 | 85 | 0 | 171005 | 239.84x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.218415 | | examples/golden/04_alerting_monitor.ainl | non-strict-only | 714 | 3.152 | 26 | 95 | 79 | 192 | 85 | 0 | 180703 | 253.09x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.287513 | | examples/golden/05_file_processor.ainl | non-strict-only | 838 | 2.969 | 26 | 95 | 82 | 199 | 85 | 0 | 198167 | 236.48x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.411938 | | examples/integrations/executor_bridge_adapter_min.ainl | non-strict-only | 226 | 0.789 | 26 | 95 | 40 | 177 | 85 | 0 | 43523 | 192.58x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.310105 | | examples/integrations/executor_bridge_min.ainl | non-strict-only | 241 | 0.846 | 26 | 95 | 40 | 177 | 85 | 0 | 45725 | 189.73x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.325795 | | examples/internal_tool.lang | non-strict-only | 227 | 0.880 | 148 | 128 | 85 | 243 | 85 | 98 | 70561 | 310.84x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter) | 0.502750 | | examples/openclaw/agent_read_result.lang | non-strict-only | 109 | 0.267 | 26 | 95 | 40 | 177 | 85 | 0 | 21349 | 195.86x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.152110 | | examples/openclaw/agent_send_task.lang | non-strict-only | 349 | 0.815 | 26 | 95 | 40 | 177 | 85 | 0 | 105399 | 302.00x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.750970 | | examples/openclaw/backup_manager.lang | non-strict-only | 485 | 3.688 | 26 | 95 | 78 | 192 | 85 | 0 | 178614 | 368.28x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 1.272630 | | examples/openclaw/daily_digest.lang | non-strict-only | 283 | 2.272 | 26 | 95 | 78 | 191 | 85 | 0 | 105791 | 373.82x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.753760 | | examples/openclaw/daily_digest.strict.lang | non-strict-only | 565 | 3.399 | 26 | 95 | 101 | 227 | 85 | 0 | 177973 | 315.00x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted react_ts emitter) | 1.268058 | | examples/openclaw/daily_lead_summary.lang | non-strict-only | 147 | 0.968 | 26 | 95 | 79 | 192 | 85 | 0 | 59607 | 405.49x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.424705 | | examples/openclaw/infrastructure_watchdog.lang | non-strict-only | 419 | 3.350 | 26 | 95 | 79 | 192 | 85 | 0 | 141852 | 338.55x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 1.010700 | | examples/openclaw/lead_enrichment.lang | non-strict-only | 368 | 2.787 | 26 | 95 | 40 | 177 | 85 | 0 | 128647 | 349.58x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.916608 | | examples/openclaw/memory_daily_log_note.lang | non-strict-only | 376 | 1.193 | 26 | 95 | 40 | 177 | 85 | 0 | 78933 | 209.93x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.562397 | | examples/openclaw/memory_token_cost_state.lang | non-strict-only | 382 | 1.235 | 26 | 95 | 40 | 177 | 85 | 0 | 81903 | 214.41x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.583562 | | examples/openclaw/monitor_status_advice_read.lang | non-strict-only | 121 | 0.445 | 26 | 95 | 40 | 177 | 85 | 0 | 69926 | 577.90x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.498225 | | examples/openclaw/monitor_status_advice_request.lang | non-strict-only | 626 | 1.646 | 26 | 95 | 40 | 177 | 85 | 0 | 239688 | 382.89x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 1.707780 | | examples/openclaw/token_cost_advice_read.lang | non-strict-only | 119 | 0.274 | 26 | 95 | 40 | 177 | 85 | 0 | 22464 | 188.77x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.160057 | | examples/openclaw/token_cost_advice_request.lang | non-strict-only | 418 | 1.248 | 26 | 95 | 40 | 177 | 85 | 0 | 120052 | 287.21x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.855375 | | examples/openclaw/webhook_handler.lang | non-strict-only | 306 | 1.747 | 26 | 107 | 62 | 211 | 85 | 0 | 101195 | 330.70x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.721015 | | examples/openclaw_full_unification.ainl | non-strict-only | 84 | 0.673 | 26 | 95 | 40 | 177 | 85 | 0 | 26633 | 317.06x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.189760 | | examples/test_X_sub.ainl | non-strict-only | 37 | 0.378 | 26 | 95 | 40 | 177 | 85 | 0 | 18271 | 493.81x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.130180 | | examples/test_if_var.ainl | non-strict-only | 42 | 0.496 | 26 | 95 | 40 | 177 | 85 | 0 | 22725 | 541.07x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.161920 | | examples/test_mul.ainl | non-strict-only | 30 | 0.439 | 26 | 95 | 40 | 177 | 85 | 0 | 18229 | 607.63x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter); (compacted react_ts emitter) | 0.129880 | | examples/ticketing.lang | non-strict-only | 274 | 1.446 | 183 | 152 | 84 | 239 | 85 | 0 | 92415 | 337.28x | react_ts, python_api, prisma, mt5, scraper, cron, langgraph, temporal | (compacted prisma emitter) | 0.658458 |

Token counts via tiktoken cl100k_base. Minimal_emit fallback stubs are typically ~20–30 tk.

Details (full_multitarget_core)

| Profile | Viable artifacts | AINL source Σ (tk, viable) | Aggregate Σ (tk, viable) | Ratio (tk, viable) | Excluded legacy | |---|---:|---:|---:|---:|---:| | canonical_strict_valid | 19 | 2590 | 8314 | 3.21x | 0 | | public_mixed | 72 | 33390 | 34073 | 1.02x | 13 | | compatibility_only | 53 | 30800 | 25759 | 0.84x | 13 |

canonical_strict_valid

Token counts via tiktoken cl100k_base. Minimal_emit fallback stubs are typically ~20–30 tk.

public_mixed

| Artifact | Class | AINL source (tk) | Compile ms (mean×3) | React/TS (tk) | Python API (tk) | Prisma (tk) | MT5 (tk) | Scraper (tk) | Cron (tk) | Aggregate Σ (tk) | Ratio (tk) | Included targets | Notes || est $4o (USD) | |---|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---|---||---:| | examples/api_only.lang | non-strict-only | 107 | 0.606 | 26 | 128 | 76 | 219 | 85 | 0 | 534 | 4.99x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003810 | | examples/autonomous_ops/backup_freshness_to_queue.lang | non-strict-only | 192 | 1.185 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 2.20x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/autonomous_ops/canary_sampler.lang | non-strict-only | 1370 | 5.879 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 0.38x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/autonomous_ops/duplicate_detection.lang | non-strict-only | 625 | 1.392 | 26 | 95 | 68 | 202 | 85 | 0 | 476 | 0.76x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003397 | | examples/autonomous_ops/infrastructure_watchdog.lang | non-strict-only | 2222 | 5.120 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 0.23x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/autonomous_ops/invoice_aging.lang | non-strict-only | 384 | 0.933 | 26 | 95 | 69 | 204 | 85 | 0 | 479 | 1.25x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003415 | | examples/autonomous_ops/lead_aging.lang | non-strict-only | 404 | 0.898 | 26 | 95 | 73 | 210 | 85 | 0 | 489 | 1.21x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003482 | | examples/autonomous_ops/lead_quality_audit.lang | non-strict-only | 1417 | 3.869 | 26 | 95 | 40 | 177 | 85 | 99 | 522 | 0.37x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003720 | | examples/autonomous_ops/lead_score_drift.lang | non-strict-only | 642 | 1.044 | 26 | 95 | 66 | 197 | 85 | 0 | 469 | 0.73x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003340 | | examples/autonomous_ops/memory_prune.lang | non-strict-only | 243 | 0.792 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.74x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/autonomous_ops/meta_monitor.lang | non-strict-only | 518 | 1.131 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.82x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/autonomous_ops/missing_fields.lang | non-strict-only | 631 | 2.149 | 26 | 95 | 68 | 202 | 85 | 0 | 476 | 0.75x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003397 | | examples/autonomous_ops/monitor_system.lang | non-strict-only | 2117 | 15.494 | 26 | 95 | 127 | 257 | 85 | 0 | 590 | 0.28x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted react_ts emitter) | 0.004208 | | examples/autonomous_ops/pipeline_readiness_snapshot.lang | non-strict-only | 216 | 1.296 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.96x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/autonomous_ops/revenue_forecast.lang | non-strict-only | 454 | 0.995 | 26 | 95 | 69 | 204 | 85 | 0 | 479 | 1.06x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003415 | | examples/autonomous_ops/service_health_trends.lang | non-strict-only | 1042 | 4.457 | 26 | 95 | 60 | 186 | 85 | 0 | 452 | 0.43x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003225 | | examples/autonomous_ops/session_continuity.lang | non-strict-only | 1026 | 1.708 | 26 | 95 | 40 | 177 | 85 | 99 | 522 | 0.51x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003720 | | examples/autonomous_ops/status_snapshot_to_queue.lang | non-strict-only | 214 | 1.228 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.98x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/autonomous_ops/tiktok_health.lang | non-strict-only | 293 | 0.712 | 26 | 95 | 65 | 195 | 85 | 0 | 466 | 1.59x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003322 | | examples/autonomous_ops/tiktok_sla_monitor.lang | non-strict-only | 1019 | 3.619 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 0.51x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/autonomous_ops/token_budget_tracker.lang | non-strict-only | 1089 | 2.885 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 0.48x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/autonomous_ops/token_cost_tracker.lang | non-strict-only | 1266 | 2.578 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 0.41x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/bad_include.ainl | non-strict-only | 37 | 0.349 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 11.43x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/blog.lang | non-strict-only | 237 | 0.965 | 150 | 139 | 88 | 238 | 85 | 0 | 700 | 2.95x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter) | 0.004987 | | examples/cron/monitor_and_alert.ainl | non-strict-only | 73 | 0.556 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 7.14x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/crud_api.ainl | strict-valid | 37 | 0.476 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 11.43x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecom.lang | non-strict-only | 238 | 0.885 | 186 | 128 | 80 | 233 | 85 | 0 | 712 | 2.99x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter) | 0.005078 | | examples/ecosystem/agency-agents/accounts-payable-agent/converted.ainl | non-strict-only | 344 | 1.155 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.23x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/agency-agents/agents-orchestrator/converted.ainl | non-strict-only | 316 | 1.180 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.34x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/agency-agents/engineering-frontend-developer/converted.ainl | non-strict-only | 311 | 1.100 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.36x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/agency-agents/frontend-wizard/converted.ainl | non-strict-only | 347 | 1.416 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.22x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/agency-agents/mcp-builder/converted.ainl | non-strict-only | 419 | 1.292 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.01x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/agency-agents/specialized-workflow-architect/converted.ainl | non-strict-only | 460 | 1.411 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.92x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/clawflows/check-calendar/converted.ainl | non-strict-only | 527 | 2.517 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.80x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/clawflows/check-email/converted.ainl | non-strict-only | 452 | 1.911 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.94x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/clawflows/morning-briefing/converted.ainl | non-strict-only | 1094 | 4.534 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.39x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/clawflows/morning-journal/converted.ainl | non-strict-only | 706 | 3.254 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.60x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/clawflows/plan-week/converted.ainl | non-strict-only | 979 | 4.382 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.43x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/clawflows/prep-tomorrow/converted.ainl | non-strict-only | 940 | 10.433 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.45x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/golden/01_web_server.ainl | non-strict-only | 595 | 11.496 | 26 | 95 | 81 | 197 | 85 | 0 | 484 | 0.81x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003450 | | examples/golden/02_dashboard.ainl | non-strict-only | 710 | 11.691 | 26 | 95 | 78 | 191 | 85 | 0 | 475 | 0.67x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003385 | | examples/golden/03_scraper.ainl | non-strict-only | 713 | 17.184 | 26 | 95 | 79 | 192 | 85 | 0 | 477 | 0.67x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003400 | | examples/golden/04_alerting_monitor.ainl | non-strict-only | 714 | 14.065 | 26 | 95 | 79 | 192 | 85 | 0 | 477 | 0.67x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003400 | | examples/golden/05_file_processor.ainl | non-strict-only | 838 | 14.559 | 26 | 95 | 82 | 199 | 85 | 0 | 487 | 0.58x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003475 | | examples/hello.ainl | strict-valid | 18 | 0.864 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 23.50x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/hybrid/langchain_tool_demo.ainl | strict-valid | 231 | 1.307 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.83x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/hybrid/langgraph_outer_ainl_core/monitoring_escalation.ainl | strict-valid | 99 | 0.874 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 4.27x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/hybrid/temporal_durable_ainl/monitoring_durable.ainl | strict-valid | 85 | 0.428 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 4.98x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/hyperspace_demo.ainl | strict-valid | 516 | 29.951 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.82x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/if_call_workflow.ainl | strict-valid | 83 | 0.834 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 5.10x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/integrations/executor_bridge_adapter_min.ainl | non-strict-only | 226 | 0.759 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.87x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/integrations/executor_bridge_min.ainl | non-strict-only | 241 | 0.913 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.76x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/internal_tool.lang | non-strict-only | 227 | 0.886 | 148 | 128 | 85 | 243 | 85 | 98 | 787 | 3.47x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter) | 0.005605 | | examples/monitor_escalation.ainl | strict-valid | 72 | 0.532 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 7.24x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/openclaw/agent_read_result.lang | non-strict-only | 109 | 0.236 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 3.88x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/agent_send_task.lang | non-strict-only | 349 | 0.821 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.21x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/backup_manager.lang | non-strict-only | 485 | 3.711 | 26 | 95 | 78 | 192 | 85 | 0 | 476 | 0.98x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003397 | | examples/openclaw/daily_digest.lang | non-strict-only | 283 | 2.093 | 26 | 95 | 78 | 191 | 85 | 0 | 475 | 1.68x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003385 | | examples/openclaw/daily_digest.strict.lang | non-strict-only | 565 | 3.168 | 26 | 95 | 101 | 227 | 85 | 0 | 534 | 0.95x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted react_ts emitter) | 0.003810 | | examples/openclaw/daily_lead_summary.lang | non-strict-only | 147 | 1.039 | 26 | 95 | 79 | 192 | 85 | 0 | 477 | 3.24x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003400 | | examples/openclaw/infrastructure_watchdog.lang | non-strict-only | 419 | 2.978 | 26 | 95 | 79 | 192 | 85 | 0 | 477 | 1.14x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003400 | | examples/openclaw/lead_enrichment.lang | non-strict-only | 368 | 2.398 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.15x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/memory_daily_log_note.lang | non-strict-only | 376 | 1.692 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.12x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/memory_token_cost_state.lang | non-strict-only | 382 | 1.158 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.11x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/monitor_status_advice_read.lang | non-strict-only | 121 | 0.423 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 3.50x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/monitor_status_advice_request.lang | non-strict-only | 626 | 3.069 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.68x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/token_cost_advice_read.lang | non-strict-only | 119 | 0.261 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 3.55x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/token_cost_advice_request.lang | non-strict-only | 418 | 0.981 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.01x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/webhook_handler.lang | non-strict-only | 306 | 1.748 | 26 | 107 | 62 | 211 | 85 | 0 | 491 | 1.60x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003498 | | examples/openclaw_full_unification.ainl | non-strict-only | 84 | 0.700 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 5.04x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/rag_pipeline.ainl | strict-valid | 29 | 0.419 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 14.59x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/retry_error_resilience.ainl | strict-valid | 54 | 0.551 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 7.83x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/scraper/basic_scraper.ainl | strict-valid | 67 | 0.352 | 26 | 95 | 40 | 177 | 154 | 99 | 591 | 8.82x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.004210 | | examples/status_branching.ainl | strict-valid | 48 | 0.479 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 8.81x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/test_X_sub.ainl | non-strict-only | 37 | 0.377 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 11.43x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/test_adapters_full.ainl | strict-valid | 404 | 1.496 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.05x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/test_if_var.ainl | non-strict-only | 42 | 0.538 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 10.07x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/test_mul.ainl | non-strict-only | 30 | 0.383 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 14.10x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/test_nested.ainl | strict-valid | 20 | 0.217 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 21.15x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/test_phase2_common_modules.ainl | strict-valid | 424 | 20.261 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.00x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ticketing.lang | non-strict-only | 274 | 1.225 | 183 | 152 | 84 | 239 | 85 | 0 | 743 | 2.71x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter) | 0.005298 | | examples/timeout_demo.ainl | strict-valid | 49 | 2.134 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 8.63x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/timeout_memory_prune_demo.ainl | strict-valid | 256 | 2.989 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.65x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/web/basic_web_api.ainl | strict-valid | 32 | 0.230 | 26 | 106 | 40 | 177 | 85 | 0 | 434 | 13.56x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003097 | | examples/webhook_automation.ainl | strict-valid | 66 | 0.602 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 6.41x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 |

Token counts via tiktoken cl100k_base. Minimal_emit fallback stubs are typically ~20–30 tk.

compatibility_only

| Artifact | Class | AINL source (tk) | Compile ms (mean×3) | React/TS (tk) | Python API (tk) | Prisma (tk) | MT5 (tk) | Scraper (tk) | Cron (tk) | Aggregate Σ (tk) | Ratio (tk) | Included targets | Notes || est $4o (USD) | |---|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---|---||---:| | examples/api_only.lang | non-strict-only | 107 | 0.612 | 26 | 128 | 76 | 219 | 85 | 0 | 534 | 4.99x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003810 | | examples/autonomous_ops/backup_freshness_to_queue.lang | non-strict-only | 192 | 1.286 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 2.20x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/autonomous_ops/canary_sampler.lang | non-strict-only | 1370 | 12.556 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 0.38x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/autonomous_ops/duplicate_detection.lang | non-strict-only | 625 | 1.965 | 26 | 95 | 68 | 202 | 85 | 0 | 476 | 0.76x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003397 | | examples/autonomous_ops/infrastructure_watchdog.lang | non-strict-only | 2222 | 7.965 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 0.23x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/autonomous_ops/invoice_aging.lang | non-strict-only | 384 | 0.908 | 26 | 95 | 69 | 204 | 85 | 0 | 479 | 1.25x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003415 | | examples/autonomous_ops/lead_aging.lang | non-strict-only | 404 | 0.912 | 26 | 95 | 73 | 210 | 85 | 0 | 489 | 1.21x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003482 | | examples/autonomous_ops/lead_quality_audit.lang | non-strict-only | 1417 | 4.055 | 26 | 95 | 40 | 177 | 85 | 99 | 522 | 0.37x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003720 | | examples/autonomous_ops/lead_score_drift.lang | non-strict-only | 642 | 1.120 | 26 | 95 | 66 | 197 | 85 | 0 | 469 | 0.73x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003340 | | examples/autonomous_ops/memory_prune.lang | non-strict-only | 243 | 0.791 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.74x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/autonomous_ops/meta_monitor.lang | non-strict-only | 518 | 1.300 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.82x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/autonomous_ops/missing_fields.lang | non-strict-only | 631 | 1.946 | 26 | 95 | 68 | 202 | 85 | 0 | 476 | 0.75x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003397 | | examples/autonomous_ops/monitor_system.lang | non-strict-only | 2117 | 63.349 | 26 | 95 | 127 | 257 | 85 | 0 | 590 | 0.28x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted react_ts emitter) | 0.004208 | | examples/autonomous_ops/pipeline_readiness_snapshot.lang | non-strict-only | 216 | 1.344 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.96x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/autonomous_ops/revenue_forecast.lang | non-strict-only | 454 | 1.203 | 26 | 95 | 69 | 204 | 85 | 0 | 479 | 1.06x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003415 | | examples/autonomous_ops/service_health_trends.lang | non-strict-only | 1042 | 4.773 | 26 | 95 | 60 | 186 | 85 | 0 | 452 | 0.43x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003225 | | examples/autonomous_ops/session_continuity.lang | non-strict-only | 1026 | 2.123 | 26 | 95 | 40 | 177 | 85 | 99 | 522 | 0.51x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003720 | | examples/autonomous_ops/status_snapshot_to_queue.lang | non-strict-only | 214 | 1.628 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.98x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/autonomous_ops/tiktok_health.lang | non-strict-only | 293 | 0.670 | 26 | 95 | 65 | 195 | 85 | 0 | 466 | 1.59x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003322 | | examples/autonomous_ops/tiktok_sla_monitor.lang | non-strict-only | 1019 | 4.247 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 0.51x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/autonomous_ops/token_budget_tracker.lang | non-strict-only | 1089 | 2.389 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 0.48x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/autonomous_ops/token_cost_tracker.lang | non-strict-only | 1266 | 3.024 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 0.41x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/bad_include.ainl | non-strict-only | 37 | 0.283 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 11.43x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/blog.lang | non-strict-only | 237 | 1.207 | 150 | 139 | 88 | 238 | 85 | 0 | 700 | 2.95x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter) | 0.004987 | | examples/cron/monitor_and_alert.ainl | non-strict-only | 73 | 0.543 | 26 | 95 | 40 | 177 | 85 | 98 | 521 | 7.14x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003715 | | examples/ecom.lang | non-strict-only | 238 | 0.980 | 186 | 128 | 80 | 233 | 85 | 0 | 712 | 2.99x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter) | 0.005078 | | examples/ecosystem/agency-agents/accounts-payable-agent/converted.ainl | non-strict-only | 344 | 1.416 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.23x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/agency-agents/agents-orchestrator/converted.ainl | non-strict-only | 316 | 1.147 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.34x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/agency-agents/engineering-frontend-developer/converted.ainl | non-strict-only | 311 | 1.133 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.36x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/agency-agents/frontend-wizard/converted.ainl | non-strict-only | 347 | 1.628 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.22x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/agency-agents/mcp-builder/converted.ainl | non-strict-only | 419 | 1.398 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.01x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/agency-agents/specialized-workflow-architect/converted.ainl | non-strict-only | 460 | 1.296 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.92x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/clawflows/check-calendar/converted.ainl | non-strict-only | 527 | 2.581 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.80x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/clawflows/check-email/converted.ainl | non-strict-only | 452 | 2.315 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.94x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/clawflows/morning-briefing/converted.ainl | non-strict-only | 1094 | 4.915 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.39x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/clawflows/morning-journal/converted.ainl | non-strict-only | 706 | 3.499 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.60x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/clawflows/plan-week/converted.ainl | non-strict-only | 979 | 4.756 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.43x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ecosystem/clawflows/prep-tomorrow/converted.ainl | non-strict-only | 940 | 4.197 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.45x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/golden/01_web_server.ainl | non-strict-only | 595 | 2.611 | 26 | 95 | 81 | 197 | 85 | 0 | 484 | 0.81x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003450 | | examples/golden/02_dashboard.ainl | non-strict-only | 710 | 3.135 | 26 | 95 | 78 | 191 | 85 | 0 | 475 | 0.67x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003385 | | examples/golden/03_scraper.ainl | non-strict-only | 713 | 2.905 | 26 | 95 | 79 | 192 | 85 | 0 | 477 | 0.67x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003400 | | examples/golden/04_alerting_monitor.ainl | non-strict-only | 714 | 2.955 | 26 | 95 | 79 | 192 | 85 | 0 | 477 | 0.67x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003400 | | examples/golden/05_file_processor.ainl | non-strict-only | 838 | 2.796 | 26 | 95 | 82 | 199 | 85 | 0 | 487 | 0.58x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003475 | | examples/integrations/executor_bridge_adapter_min.ainl | non-strict-only | 226 | 0.803 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.87x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/integrations/executor_bridge_min.ainl | non-strict-only | 241 | 0.752 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.76x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/internal_tool.lang | non-strict-only | 227 | 0.839 | 148 | 128 | 85 | 243 | 85 | 98 | 787 | 3.47x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter) | 0.005605 | | examples/openclaw/agent_read_result.lang | non-strict-only | 109 | 0.281 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 3.88x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/agent_send_task.lang | non-strict-only | 349 | 0.807 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.21x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/backup_manager.lang | non-strict-only | 485 | 3.595 | 26 | 95 | 78 | 192 | 85 | 0 | 476 | 0.98x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003397 | | examples/openclaw/daily_digest.lang | non-strict-only | 283 | 2.724 | 26 | 95 | 78 | 191 | 85 | 0 | 475 | 1.68x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003385 | | examples/openclaw/daily_digest.strict.lang | non-strict-only | 565 | 3.273 | 26 | 95 | 101 | 227 | 85 | 0 | 534 | 0.95x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted react_ts emitter) | 0.003810 | | examples/openclaw/daily_lead_summary.lang | non-strict-only | 147 | 0.989 | 26 | 95 | 79 | 192 | 85 | 0 | 477 | 3.24x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003400 | | examples/openclaw/infrastructure_watchdog.lang | non-strict-only | 419 | 3.050 | 26 | 95 | 79 | 192 | 85 | 0 | 477 | 1.14x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003400 | | examples/openclaw/lead_enrichment.lang | non-strict-only | 368 | 2.429 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.15x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/memory_daily_log_note.lang | non-strict-only | 376 | 1.138 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.12x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/memory_token_cost_state.lang | non-strict-only | 382 | 1.220 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.11x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/monitor_status_advice_read.lang | non-strict-only | 121 | 0.414 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 3.50x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/monitor_status_advice_request.lang | non-strict-only | 626 | 1.403 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 0.68x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/token_cost_advice_read.lang | non-strict-only | 119 | 0.242 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 3.55x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/token_cost_advice_request.lang | non-strict-only | 418 | 0.966 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 1.01x | react_ts, python_api, prisma, mt5, scraper, cron | (legacy excluded from viable); (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/openclaw/webhook_handler.lang | non-strict-only | 306 | 1.686 | 26 | 107 | 62 | 211 | 85 | 0 | 491 | 1.60x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003498 | | examples/openclaw_full_unification.ainl | non-strict-only | 84 | 0.597 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 5.04x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/test_X_sub.ainl | non-strict-only | 37 | 0.340 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 11.43x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/test_if_var.ainl | non-strict-only | 42 | 0.492 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 10.07x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/test_mul.ainl | non-strict-only | 30 | 0.428 | 26 | 95 | 40 | 177 | 85 | 0 | 423 | 14.10x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter); (compacted react_ts emitter) | 0.003018 | | examples/ticketing.lang | non-strict-only | 274 | 1.145 | 183 | 152 | 84 | 239 | 85 | 0 | 743 | 2.71x | react_ts, python_api, prisma, mt5, scraper, cron | (compacted prisma emitter) | 0.005298 |

Token counts via tiktoken cl100k_base. Minimal_emit fallback stubs are typically ~20–30 tk.

Details (minimal_emit)

| Profile | Viable artifacts | AINL source Σ (tk, viable) | Aggregate Σ (tk, viable) | Ratio (tk, viable) | Excluded legacy | |---|---:|---:|---:|---:|---:| | canonical_strict_valid | 19 | 2590 | 1977 | 0.76x | 0 | | public_mixed | 42 | 7593 | 5528 | 0.73x | 43 | | compatibility_only | 23 | 5003 | 3551 | 0.71x | 43 |

canonical_strict_valid

Token counts via tiktoken cl100k_base. Minimal_emit fallback stubs are typically ~20–30 tk.

public_mixed

Token counts via tiktoken cl100k_base. Minimal_emit fallback stubs are typically ~20–30 tk.

compatibility_only

Token counts via tiktoken cl100k_base. Minimal_emit fallback stubs are typically ~20–30 tk.

Handwritten baseline size comparison

AINL emitted aggregates use the active benchmark metric (tiktoken) and, when available, tiktoken (cl100k_base) on the same emitted bundle. Pure / Lang columns count only pure_async_python.py / langgraph_version.py in each group.

Emit mode `minimal_emit`

| Workflow | AINL reference | Compile ms (mean×3) | AINL emit (active) | AINL emit (tiktoken) | Pure lines | Lang lines | Pure tk | Lang tk | AINL tk ÷ Pure tk | AINL tk ÷ Lang tk | AINL gpt-4o USD | HW gpt-4o USD || |---|---|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|| | basic_scraper | examples/scraper/basic_scraper.ainl | — | 253 | 253 | 92 | 88 | 870 | 738 | 0.29x | 0.34x | 0.001803 | 0.011460 | | retry_timeout_wrapper | examples/retry_error_resilience.ainl | — | 95 | 95 | 71 | 77 | 700 | 754 | 0.14x | 0.13x | 0.000678 | 0.010365 | | token_budget_monitor | openclaw/bridge/wrappers/token_budget_alert.ainl | — | 34 | 34 | 159 | 163 | 1584 | 1624 | 0.02x | 0.02x | 0.000247 | 0.022860 |

Emit mode `full_multitarget_core`

| Workflow | AINL reference | Compile ms (mean×3) | AINL emit (active) | AINL emit (tiktoken) | Pure lines | Lang lines | Pure tk | Lang tk | AINL tk ÷ Pure tk | AINL tk ÷ Lang tk | AINL gpt-4o USD | HW gpt-4o USD || |---|---|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|| | basic_scraper | examples/scraper/basic_scraper.ainl | — | 591 | 591 | 92 | 88 | 870 | 738 | 0.68x | 0.80x | 0.004210 | 0.011460 | | retry_timeout_wrapper | examples/retry_error_resilience.ainl | — | 423 | 423 | 71 | 77 | 700 | 754 | 0.60x | 0.56x | 0.003018 | 0.010365 | | token_budget_monitor | openclaw/bridge/wrappers/token_budget_alert.ainl | — | 423 | 423 | 159 | 163 | 1584 | 1624 | 0.27x | 0.26x | 0.003018 | 0.022860 |

Emit mode `full_multitarget`

| Workflow | AINL reference | Compile ms (mean×3) | AINL emit (active) | AINL emit (tiktoken) | Pure lines | Lang lines | Pure tk | Lang tk | AINL tk ÷ Pure tk | AINL tk ÷ Lang tk | AINL gpt-4o USD | HW gpt-4o USD || |---|---|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|| | basic_scraper | examples/scraper/basic_scraper.ainl | — | 21759 | 21759 | 92 | 88 | 870 | 738 | 25.01x | 29.48x | 0.155035 | 0.011460 | | retry_timeout_wrapper | examples/retry_error_resilience.ainl | — | 21127 | 21127 | 71 | 77 | 700 | 754 | 30.18x | 28.02x | 0.150528 | 0.010365 | | token_budget_monitor | openclaw/bridge/wrappers/token_budget_alert.ainl | — | 293855 | 293855 | 159 | 163 | 1584 | 1624 | 185.51x | 180.95x | 2.093717 | 0.022860 |

Including Legacy Artifacts

Legacy files (pure-cron shells, OpenClaw micro-wrappers, aggregate emit below the viable threshold, or paths marked viable_for_aggregate: false) are still compiled and listed in the per-artifact tables; they are excluded only from the viable summary rows above for public_mixed and compatibility_only. Canonical strict-valid profile totals are unchanged (all viable).

full_multitarget — legacy-inclusive totals

| Profile | Artifact count | AINL source total (tk) | Aggregate total (tk) | Ratio (tk) | |---|---:|---:|---:|---:| | canonical_strict_valid | 19 | 2590 | 938707 | 362.44x | | public_mixed | 85 | 37365 | 12015091 | 321.56x | | compatibility_only | 66 | 34775 | 11076384 | 318.52x |

Legacy-inclusive totals above: all artifacts in profile, tiktoken sums.

full_multitarget_core — legacy-inclusive totals

| Profile | Artifact count | AINL source total (tk) | Aggregate total (tk) | Ratio (tk) | |---|---:|---:|---:|---:| | canonical_strict_valid | 19 | 2590 | 8314 | 3.21x | | public_mixed | 85 | 37365 | 39625 | 1.06x | | compatibility_only | 66 | 34775 | 31311 | 0.90x |

Legacy-inclusive totals above: all artifacts in profile, tiktoken sums.

minimal_emit — legacy-inclusive totals

| Profile | Artifact count | AINL source total (tk) | Aggregate total (tk) | Ratio (tk) | |---|---:|---:|---:|---:| | canonical_strict_valid | 19 | 2590 | 1977 | 0.76x | | public_mixed | 85 | 37365 | 8823 | 0.24x | | compatibility_only | 66 | 34775 | 6846 | 0.20x |

Legacy-inclusive totals above: all artifacts in profile, tiktoken sums.

Runtime Performance

Automated wall-clock and RSS measurements from scripts/benchmark_runtime.py using RuntimeEngine (graph-preferred). Latencies are run_label only after compile; compile time is averaged over 3 compiles per artifact.

Generated (UTC): 2026-03-24T03:24:29.102226+00:00
Warm-up runs: 8; timed runs per artifact: 20
Graph execution mode: graph-preferred
Source tokens: ainl_source_tiktoken uses tooling/bench_metrics.tiktoken_count (cl100k_base).

| Profile | Artifacts | OK | Mean of per-artifact mean latency (ms) | |---|---:|---:|---:| | canonical_strict_valid (full_multitarget) | 19 | 11 | 0.19772255565674807 | | canonical_strict_valid (minimal_emit) | 19 | 11 | 0.19587255135940557 |

Sample: headline profile artifacts (mean run latency ms)

| Artifact | Class | src tk | compile ms (mean×3) | mean | p50 | p95 | min | max | RSS Δ MB | adapter calls || est gpt-4o USD/run || Reliability | |---|---|---:|---:|---:|---:|---:|---:|---:|---:|---||---:||---| | examples/crud_api.ainl | strict-valid | 37 | 0.73 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.062 | 0 | 0.000265 | 100% σ=0.01ms | | examples/hello.ainl | strict-valid | 18 | 0.23 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.000 | 1 | 0.000135 | 100% σ=0.00ms | | examples/hybrid/langgraph_outer_ainl_core/monitoring_escalation.ainl | strict-valid | 99 | 0.45 | 0.03 | 0.02 | 0.03 | 0.02 | 0.03 | 0.000 | 2 | 0.000708 | 100% σ=0.01ms | | examples/hybrid/temporal_durable_ainl/monitoring_durable.ainl | strict-valid | 85 | 0.46 | 0.03 | 0.03 | 0.04 | 0.02 | 0.04 | 0.000 | 2 | 0.000610 | 100% σ=0.01ms | | examples/if_call_workflow.ainl | strict-valid | 83 | 0.98 | 0.06 | 0.04 | 0.11 | 0.04 | 0.11 | 0.000 | 1 | 0.000595 | 100% σ=0.01ms | | examples/monitor_escalation.ainl | strict-valid | 72 | 0.61 | 0.02 | 0.02 | 0.03 | 0.02 | 0.03 | 0.000 | 1 | 0.000517 | 100% σ=0.00ms | | examples/rag_pipeline.ainl | strict-valid | 29 | 0.46 | 0.02 | 0.02 | 0.03 | 0.02 | 0.03 | 0.000 | 1 | 0.000205 | 100% σ=0.01ms | | examples/retry_error_resilience.ainl | strict-valid | 54 | 0.58 | 0.03 | 0.03 | 0.03 | 0.03 | 0.04 | 0.016 | 3 | 0.000390 | 100% σ=0.01ms | | examples/status_branching.ainl | strict-valid | 48 | 0.77 | 0.02 | 0.02 | 0.03 | 0.02 | 0.03 | 0.000 | 0 | 0.000345 | 100% σ=0.00ms | | examples/test_phase2_common_modules.ainl | strict-valid | 424 | 22.30 | 0.64 | 0.60 | 0.83 | 0.55 | 1.15 | 0.000 | 38 | 0.003023 | 100% σ=0.03ms | | examples/timeout_demo.ainl | strict-valid | 49 | 2.20 | 1.29 | 1.30 | 1.33 | 1.18 | 1.33 | 0.000 | 2 | 0.000347 | 100% σ=0.01ms | | examples/crud_api.ainl | strict-valid | 37 | 0.64 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.000 | 0 | 0.000265 | 100% σ=0.00ms | | examples/hello.ainl | strict-valid | 18 | 0.23 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.000 | 1 | 0.000135 | 100% σ=0.01ms | | examples/hybrid/langgraph_outer_ainl_core/monitoring_escalation.ainl | strict-valid | 99 | 0.46 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.000 | 2 | 0.000708 | 100% σ=0.00ms | | examples/hybrid/temporal_durable_ainl/monitoring_durable.ainl | strict-valid | 85 | 0.45 | 0.02 | 0.02 | 0.03 | 0.02 | 0.06 | 0.000 | 2 | 0.000610 | 100% σ=0.00ms | | examples/if_call_workflow.ainl | strict-valid | 83 | 0.88 | 0.04 | 0.04 | 0.04 | 0.04 | 0.07 | 0.000 | 1 | 0.000595 | 100% σ=0.00ms | | examples/monitor_escalation.ainl | strict-valid | 72 | 0.62 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.000 | 1 | 0.000517 | 100% σ=0.00ms | | examples/rag_pipeline.ainl | strict-valid | 29 | 0.38 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.000 | 1 | 0.000205 | 100% σ=0.00ms | | examples/retry_error_resilience.ainl | strict-valid | 54 | 0.53 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.000 | 3 | 0.000390 | 100% σ=0.01ms | | examples/status_branching.ainl | strict-valid | 48 | 0.57 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.000 | 0 | 0.000345 | 100% σ=0.00ms | | examples/test_phase2_common_modules.ainl | strict-valid | 424 | 22.20 | 0.64 | 0.60 | 0.78 | 0.56 | 1.22 | 0.000 | 38 | 0.003023 | 100% σ=0.02ms | | examples/timeout_demo.ainl | strict-valid | 49 | 2.29 | 1.31 | 1.30 | 1.35 | 1.29 | 1.37 | 0.000 | 2 | 0.000347 | 100% σ=0.08ms |

LLM counters: reserved for future agent/OpenAI adapter lanes; JSON llm_token_usage is N/A unless adapters report usage.

JSON: tooling/benchmark_runtime_results.json

Handwritten baseline runtime comparison

Mapped AINL rows use the headline profile from full_multitarget when that artifact appears in the current --profile-name selection. Handwritten runs use mocks; adapter_calls are N/A (no RuntimeEngine). Costs use mapped AINL source tiktokens / combined handwritten .py sources with JSON economics assumptions.

| Workflow | AINL src tk | AINL mean (ms) | Pure mean (ms) | Lang mean (ms) | AINL RSS Δ | Pure RSS Δ | Lang RSS Δ | AINL/Pure | AINL/Lang | AINL gpt-4o USD | HW gpt-4o USD | AINL Rel | Pure Rel | Lang Rel | Notes | |---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---|---|---|---| | basic_scraper | 67 | — | 0.034 | 1.765 | — | 0.000 | 0.047 | — | — | 0.000475 | 0.011460 | 0% σ=0.00ms | 100% σ=0.00ms | 100% σ=0.07ms | Artifact not in current profile selection or runtime failed. | | retry_timeout_wrapper | 54 | 0.031 | 1.280 | 4.068 | 0.016 | 0.000 | 0.094 | 0.02x | 0.01x | 0.000390 | 0.010365 | 100% σ=0.01ms | 100% σ=0.02ms | 100% σ=0.24ms | — | | token_budget_monitor | 1047 | — | 0.233 | 4.227 | — | 0.000 | 0.078 | — | — | 0.007457 | 0.022860 | — | 100% σ=0.01ms | 100% σ=0.17ms | Artifact not in current profile selection or runtime failed. |

Supported vs Unsupported Claims

Supported: profile- and mode-scoped compactness comparisons for this benchmark setup.
Supported: canonical strict-valid as primary headline profile.
Unsupported: universal compactness claims versus Python/TypeScript/Rust/Go.
Unsupported: treating approx_chunks or nonempty_lines JSON runs as exact OpenAI billing without cross-checking tiktoken.
Note: source-text fallback remains as temporary legacy support for older IRs missing capability metadata.

Recommended Next Benchmark Improvements

Handwritten baselines live under benchmarks/handwritten_baselines/; use --compare-baselines on size/runtime scripts for tables vs mapped AINL artifacts.
Add CI trend snapshots for both full and minimal modes.
Optional: snapshot secondary --metric lanes (e.g. nonempty_lines) for structure-only regressions.

Conclusion: strongest current claim is compactness in canonical multi-target examples; language-surface changes are not required for these benchmark gains.

Selection source: tooling/artifact_profiles.json; planning source: tooling/benchmark_manifest.json.

AI Native Lang Size Benchmark

Benchmark Profiles

Benchmark Modes

CI regression baselines (GitHub Actions)

Compiler IR Capability Contract

Comparative methodology (vs LangGraph, Temporal, prompt-loop frameworks)

Competitive Context

Metrics

How To Read These Results

Full Multitarget vs Minimal Emit

Why Some Ratios Got Worse After Truthfulness Fixes

What We Can Honestly Claim

What These Numbers Are Not

Mode Comparison (Headline + Mixed)

Size Drivers (Actionable Diagnosis)

full_multitarget

full_multitarget_core

minimal_emit

Residual Overhead Audit (minimal_emit)

canonical_strict_valid

public_mixed

compatibility_only

Details (full_multitarget)

canonical_strict_valid

public_mixed

compatibility_only

Details (full_multitarget_core)

canonical_strict_valid

public_mixed

compatibility_only

Details (minimal_emit)

canonical_strict_valid

public_mixed

compatibility_only

Handwritten baseline size comparison

Emit mode minimal_emit

Emit mode full_multitarget_core

Emit mode full_multitarget

Including Legacy Artifacts

full_multitarget — legacy-inclusive totals

full_multitarget_core — legacy-inclusive totals

minimal_emit — legacy-inclusive totals

Runtime Performance

Sample: headline profile artifacts (mean run latency ms)

Handwritten baseline runtime comparison

Supported vs Unsupported Claims

Recommended Next Benchmark Improvements

Emit mode `minimal_emit`

Emit mode `full_multitarget_core`

Emit mode `full_multitarget`