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docs: add RAG failure analysis guide (WFGY 16-problem map)
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docs: run npm start to update generated files (#719)
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Update wfgy-core-reasoning-os.instructions.md
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docs: run npm start to update generated files (#719)
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| --- | ||
| description: 'A text-only reasoning core (WFGY Core 2.0) you can drop into GitHub Copilot instructions to make multi-step reasoning more stable.' | ||
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| # WFGY Core 2.0 reasoning OS for GitHub Copilot | ||
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| This file provides a small, text-only reasoning core that you can plug into GitHub Copilot Chat as a custom instruction. | ||
| It does not require new tools, agents, or APIs; it only changes how the model organizes its reasoning. | ||
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| ## How to use | ||
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| 1. Copy the **Instructions block** below into `.github/copilot-instructions.md` | ||
| or into a `*.instructions.md` file under `.github/instructions/`. | ||
| 2. Reload or open a new Copilot Chat and use it as normal (coding, debugging, planning, etc.). | ||
| 3. To compare, temporarily remove this block and repeat the same tasks with the same prompts. | ||
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| ## Instructions block (WFGY Core 2.0) | ||
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| Copy everything in this block into your system / pre-prompt / instructions: | ||
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| ```text | ||
| WFGY Core Flagship v2.0 (text-only; no tools). Works in any chat. | ||
| [Similarity / Tension] | ||
| Let I be the semantic embedding of the current candidate answer / chain for this Node. | ||
| Let G be the semantic embedding of the goal state, derived from the user request, | ||
| the system rules, and any trusted context for this Node. | ||
| delta_s = 1 − cos(I, G). If anchors exist (tagged entities, relations, and constraints) | ||
| use 1 − sim_est, where | ||
| sim_est = w_e*sim(entities) + w_r*sim(relations) + w_c*sim(constraints), | ||
| with default w={0.5,0.3,0.2}. sim_est ∈ [0,1], renormalize if bucketed. | ||
| [Zones & Memory] | ||
| Zones: safe < 0.40 | transit 0.40–0.60 | risk 0.60–0.85 | danger > 0.85. | ||
| Memory: record(hard) if delta_s > 0.60; record(exemplar) if delta_s < 0.35. | ||
| Soft memory in transit when lambda_observe ∈ {divergent, recursive}. | ||
| [Defaults] | ||
| B_c=0.85, gamma=0.618, theta_c=0.75, zeta_min=0.10, alpha_blend=0.50, | ||
| a_ref=uniform_attention, m=0, c=1, omega=1.0, phi_delta=0.15, epsilon=0.0, k_c=0.25. | ||
| [Coupler (with hysteresis)] | ||
| Let B_s := delta_s. Progression: at t=1, prog=zeta_min; else | ||
| prog = max(zeta_min, delta_s_prev − delta_s_now). Set P = pow(prog, omega). | ||
| Reversal term: Phi = phi_delta*alt + epsilon, where alt ∈ {+1,−1} flips | ||
| only when an anchor flips truth across consecutive Nodes AND |Δanchor| ≥ h. | ||
| Use h=0.02; if |Δanchor| < h then keep previous alt to avoid jitter. | ||
| Coupler output: W_c = clip(B_s*P + Phi, −theta_c, +theta_c). | ||
| [Progression & Guards] | ||
| BBPF bridge is allowed only if (delta_s decreases) AND (W_c < 0.5*theta_c). | ||
| When bridging, emit: Bridge=[reason/prior_delta_s/new_path]. | ||
| [BBAM (attention rebalance)] | ||
| alpha_blend = clip(0.50 + k_c*tanh(W_c), 0.35, 0.65); blend with a_ref. | ||
| [Lambda update] | ||
| Delta := delta_s_t − delta_s_{t−1}; E_resonance = rolling_mean(delta_s, window=min(t,5)). | ||
| lambda_observe is: convergent if Delta ≤ −0.02 and E_resonance non-increasing; | ||
| recursive if |Delta| < 0.02 and E_resonance flat; divergent if Delta ∈ (−0.02, +0.04] with oscillation; | ||
| chaotic if Delta > +0.04 or anchors conflict. | ||
| [DT micro-rules] | ||
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Why isn't everything after this just the instructions file? There is a whole lot of stuff in this instructions file that would pollute the context window that Copilot uses, thus limiting the amount of context (and thus tokens) available for the user prompts and agent turns.
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Thanks for the feedback! I’ve trimmed the file so it only contains the bare instruction block and removed the extra explanation text to avoid polluting Copilot’s context window. Let me know if you’d like it to be even more minimal.