# Announcement: WFGY 2.0 is live — next, a public exam on Stanford Terminal-Bench

[onestardao]

Announcement: WFGY 2.0 is live — next, a public exam on Stanford Terminal-Bench

TL;DR
WFGY Core 2.0 (a 7-step symbolic reasoning engine) is now live.
Next, we’ll run it through the Stanford Terminal-Bench (TB) public exam.
All model calls will be wrapped by ΔS drift control → Coupler/BBPF → BBAM → DT guards.
Leaderboard results and reproducible scripts will be released once available.

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What’s new in WFGY 2.0

• Pure math, zero boilerplate. Drop in a 30-line Flagship or 1-line OneLine file and models become sharper, steadier, recoverable.
• 7-step chain: Parse/ΔS/Memory → BBMC → Coupler → BBPF → BBAM → BBCR → Drunk Transformer (WRI/WAI/WAY/WDT/WTF).
• Observable control: ΔS, λ_observe, E_resonance — measurable signals instead of prompt tricks.

Reference: WFGY Core 2.0, Public PDF (math layer).

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Why Terminal-Bench

Terminal-Bench tests LLMs under real terminal-style workflows, stressing multi-step reasoning, robustness, and tool use.
It naturally exposes semantic drift, collapse, and recovery — the exact failure points WFGY was built to fix.

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How we’ll test (non-invasive wrapper)

We do not modify TB. Instead, we wrap the model calls:

1. Guard: monitor ΔS and λ_observe, block illegal cross-paths.
2. Progress: apply Coupler + BBPF, bridge only when ΔS decreases.
3. Recover: BBAM rebalances attention; BBCR + DT guards rollback/retry.
4. Log: output ΔS buckets and λ_observe states.
5. Compare: run A/B/C — Baseline vs Autoboot vs Explicit Invoke.

We will publish: minimal scripts, environment manifest, hashed logs, and score tables.
Preview: Terminal-Bench teaser.

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What to expect

• Public release of seeds, tasks (as TB rules permit), outputs, and hashes.
• Metrics: Semantic Accuracy, Reasoning Success, Drift (ΔS), Stability horizon, Self-Recovery.
• A clear step-by-step reproduction path.

Until leaderboard results are posted, the dedicated TB repo stays “Coming Soon” to protect artifacts.

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Quick start (today)

• New here? Starter Village
• Want the tiny engine? WFGY Core 2.0
• Browse fixes: Problem Map

If WFGY helped you fix a real bug, a ⭐ helps others discover it.
GitHub Stars

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PSBigBig • WFGY