Garry Tan and Claude Opus 4.7
8087a1f1f5
calibration: E7 nudge + 14-day cooldown (T13 / D16 F3)
...
Real-time pattern surfacing when a newly-committed high-conviction take
matches an active bias pattern. Conversational nudge text via the
templates module; 14-day cooldown per (take_id, nudge_pattern) via
take_nudge_log to prevent the feedback loop where each cycle re-fires
the same nudge on the same take.
Threshold gates (D16 F3):
- holder match (profile.holder === take.holder)
- conviction-weight > 0.7 (strict greater than)
- take's slug-derived domain hint matches an active bias tag
(takeDomainHint — same heuristic as eval-contradictions/calibration-join.ts
for cross-surface consistency)
Cooldown gate:
Before firing, probe take_nudge_log for (take_id, nudge_pattern) rows
with fired_at >= now() - 14 days. Any hit → silently skip. After firing,
insert a new row with channel='stderr' so the next 14 days are gated.
Feedback-loop prevention:
User hedges a take in response to a nudge (e.g. weight 0.85 → 0.65).
Even though the take's `weight` field changed, the cooldown row for
the over-confident-geography pattern is still there from the original
fire — so the next cycle's evaluateAndFireNudge() silently skips. The
user reset path (gbrain takes nudge --reset N) clears the cooldown to
re-arm.
Output channel (v0.36.0.0 ship state):
STDERR only. Schema's `channel` column already supports multi-channel
(webhook, admin SPA toast); routing those is a v0.37+ follow-up.
Architecture:
evaluateNudgeRule(take, profile) — pure rule check. Returns
{ matched, reason, matchedTag }. No engine call.
checkCooldown(engine, takeId, pattern) — engine probe, returns boolean.
recordNudgeFire(engine, opts) — INSERT into take_nudge_log.
evaluateAndFireNudge(opts) — full pipeline. Returns NudgeDecision.
resetNudgeCooldown(engine, takeId) — DELETE...RETURNING for the CLI.
buildNudgeText delegates to templates.ts nudgeTemplate (D24 mode='nudge'
voice). v0.36.0.0 ship state uses the template directly; LLM-generated
nudge text via the voice gate lands in v0.37+ when we have production
examples to tune from.
Tests: 22 cases.
takeDomainHint (5): companies/people/macro/geography/unrecognized.
evaluateNudgeRule (6): no_profile, wrong_holder, conviction-at-threshold-
is-NOT-eligible (strict >), no matching tag, happy match,
first-match-wins for multiple candidate tags.
checkCooldown (3): true on row hit, false on no row, cutoff date param
verifies the 14-day boundary.
evaluateAndFireNudge (4): happy fire (text contains hush command +
matched tag), cooldown silent skip (no INSERT, no stderr), no_profile
short-circuit, below-conviction short-circuit (no cooldown query fired).
buildNudgeText (2): hush command shape, conviction value embedded.
resetNudgeCooldown (2): returns count, idempotent on zero rows.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-17 16:42:47 -07:00
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