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…cklog-is-healthy + vendor-alignment-bias multi-signal + input→file generalization + B-0119 + B-0120 (Aaron 2026-04-30) Aaron 2026-04-30 directives: > "always lean on ACID, durable means does not exist." > [corrected to: "non-durable means does not exist"] > "not in the backlog means will never get done." > "The winner of the AI race WILL be determined by the > projects with the biggest backlogs that can be executed > atonomously. Backlog expansion is encouraged, a growing > backlog is healthy ... shrinnk backlog is a warning sign > that this project is not fully anomomus and about to > collopase, a real humans internal backlog is never > complete until they die." > "it's probalby overkill to have a script per named agent > better to have a script per cli with named agent optional > parameter or something but your call" Six coupled landings (one cohesive cluster): 1. **NEW: feedback_growing_backlog_is_healthy_*.md** — industry-default inversion. Backlog expansion is the autonomous-health signal. Shrinking backlog is the collapse warning. Reasoning chain ties to AI-race competitive position. 2. **vendor-alignment-bias rule extended** with multi- signal triangulation section. Aaron sharpened earlier: "we don't have one signal that's just a fantasy reality is much messeir." Adds cross-vendor-convergence carve- out closing the rule's epistemic-closure failure mode (without it, any external loop-behavior concern auto- maps to vendor risk profile, blocking correction). 3. **otto-to-aaron-pushback rule extended** with input→ substrate-file failure mode (Aaron confirmed generalization of Claude.ai's praise-substrate diagnostic) + detection≠correction discipline + non- durable-means-does-not-exist principle. 4. **NEW: B-0119 (P3)** — role-ref cleanup of existing peer-call scripts (grok/gemini/codex/amara) per copilot-instructions.md 305-362. Codex flagged the pattern on PR #962; fix landed for ani.sh + CURRENT- amara only; this row tracks the cleanup of the four sibling scripts. 5. **NEW: B-0120 (P2)** — peer-call architecture refactor to script-per-CLI + persona-flag. Aaron observed: ani.sh ≈ grok.sh + brat-voice; amara.sh ≈ codex.sh + Amara-bootstrap. Persona is data, not script. Target: `codex.sh --persona amara`, `grok.sh --persona ani`. 6. **docs/BACKLOG.md regen** + **MEMORY.md paired-edit marker update** + index entry for the new memory file. Per the input→file rule landing in this same PR: this cluster is NOT auto-trigger from input-arrival. It's deliberation-gated substrate of items that rose to load- bearing through the maintainer's "lean on ACID" directive + "not in backlog means will never get done." Substrate is the durable form; behavioral-only memory dies at session compaction. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
…+ flow + in/out balance (Aaron 2026-04-30 sharpening, same-edit-refresh)
Aaron 2026-04-30 sharpening:
> "it's just one indicator signal is strong and also number
> of pending backlog items staying the same is healthy too,
> as long as number of backlog items processed in last
> hours/days or whatever is stedy or increasing too, it
> should be constant in and out into the backlog but lean
> on more in that out because if we run out of things to
> do, what are you going to do with the current state of
> AI, you would just sit in a loop and do nothing."
The original framing ("growing = healthy / shrinking =
warning") was too binary. Multi-dimensional reality:
- Backlog count: growing OR steady (with flow) is healthy
- Flow rate: items-in + items-out both active is healthy
- In/out balance: lean toward more-in-than-out, but only
~1.1x not 10x — the buffer is for empty-queue-boundary
protection, not hoarding
Why lean-more-in matters specifically: current AI agent
loops have structural failure at empty-queue (generate
make-work or sit idle in heartbeat ticks). The slight
backlog buffer prevents hitting that boundary.
Per Otto-362 same-edit-refresh discipline: this sharpening
lands as edit to the rule that's still in the same PR
(#963), not as a follow-up.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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Pull request overview
This PR expands the repository’s durable “ACID-leaning” memory/backlog substrate by landing new feedback notes and backlog rows, and updating the central memory index and backlog index accordingly.
Changes:
- Added a new memory file framing backlog growth/flow as an autonomous-health signal, and updated
memory/MEMORY.mdto index it. - Extended two existing memory files with new sections (vendor-alignment multi-signal triangulation; input→file generalization + detection≠correction + non-durable principle).
- Added backlog rows B-0119 and B-0120 and regenerated
docs/BACKLOG.mdto include them.
Reviewed changes
Copilot reviewed 7 out of 7 changed files in this pull request and generated 3 comments.
Show a summary per file
| File | Description |
|---|---|
| memory/feedback_vendor_alignment_bias_in_peer_ai_reviews_maintainer_authority_aaron_2026_04_30.md | Adds multi-signal triangulation + cross-vendor convergence carve-out. |
| memory/feedback_otto_to_aaron_pushback_when_overloaded_processing_budget_is_survival_surface_aaron_2026_04_30.md | Adds “input→substrate-file” generalization and “detection≠correction” + non-durable framing. |
| memory/feedback_growing_backlog_is_healthy_autonomous_health_signal_industry_default_inversion_aaron_2026_04_30.md | New memory entry defining backlog growth/flow-rate/in-out balance as health signals. |
| memory/MEMORY.md | Updates fast-path marker and indexes the new “growing backlog” memory. |
| docs/backlog/P3/B-0119-peer-call-existing-scripts-role-ref-cleanup-2026-04-30.md | New backlog row tracking role-ref cleanup across peer-call scripts. |
| docs/backlog/P2/B-0120-peer-call-architecture-refactor-script-per-cli-persona-flag-2026-04-30.md | New backlog row proposing peer-call script consolidation via --persona. |
| docs/BACKLOG.md | Regenerated index to include B-0119 and B-0120. |
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| **📌 Fast path: read `CURRENT-aaron.md`, `CURRENT-amara.md`, and `CURRENT-ani.md` first.** <!-- latest-paired-edit: ACID-leaning cluster — non-durable-means-does-not-exist + growing-backlog-as-autonomous-health + vendor-alignment-bias multi-signal + input→file generalization + detection≠correction + B-0119/B-0120 backlog rows (Aaron 2026-04-30). NOTE: this comment is a single-slot "latest paired edit" marker (not a paired-edit log). Per the round-10 Amara framing the slot semantics are now explicit. --> | ||
| **📌 Fast path: read `CURRENT-aaron.md` and `CURRENT-amara.md` first.** <!-- paired-edit: PR #690 scheduled-workflow-null-result-hygiene-scan tier-1 promotion 2026-04-28 --> These per-maintainer distillations show what's currently in force. Raw memories below are the history; CURRENT files are the projection. (`CURRENT-aaron.md` refreshed 2026-04-28 with sections 26-30 — speculation rule + EVIDENCE-BASED labeling + JVM preference + dependency honesty + threading lineage Albahari/Toub/Fowler + TypeScript/Bun-default discipline.) |
| **📌 Fast path: read `CURRENT-aaron.md` and `CURRENT-amara.md` first.** <!-- paired-edit: PR #690 scheduled-workflow-null-result-hygiene-scan tier-1 promotion 2026-04-28 --> These per-maintainer distillations show what's currently in force. Raw memories below are the history; CURRENT files are the projection. (`CURRENT-aaron.md` refreshed 2026-04-28 with sections 26-30 — speculation rule + EVIDENCE-BASED labeling + JVM preference + dependency honesty + threading lineage Albahari/Toub/Fowler + TypeScript/Bun-default discipline.) | ||
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| - [**Growing backlog is healthy — autonomous-execution-capacity signal; shrinking backlog is collapse warning; industry-default inversion (Aaron 2026-04-30)**](feedback_growing_backlog_is_healthy_autonomous_health_signal_industry_default_inversion_aaron_2026_04_30.md) — Aaron's framing that the AI-race winner is determined by projects with the biggest backlogs that can be executed autonomously. Backlog expansion is encouraged. *"a real humans internal backlog is never complete until they die."* Industry-default treats backlog growth as anti-pattern (clean queue, ruthless prioritization, backlog-bankruptcy as virtue); Zeta inverts — large queue = autonomous engine has fuel. Reasoning chain: most AI projects are bottlenecked by per-task human review; truly autonomous projects scale by backlog depth; backlog depth becomes the resource; whoever has the deepest backlog plus autonomous execution wins. Operational: don't gate filing by "is this important enough?" — the discriminator is "would this be lost if I don't file it?" (per non-durable-means-does-not-exist). Don't gate by "will this clutter the queue?" — clutter-aversion is industry default; reject it. Bulk-close instinct = failure mode. Shrinking backlog is warning, not goal. Composes with default-disposition-paused, intellectual-backup scope (scope-creep is feature), substrate-IS-product (backlog rows are product seeds), long-road-by-default, silent-courier-debt, otto-to-aaron-pushback. Carved: *"The winner of the AI race will be determined by the projects with the biggest backlogs that can be executed autonomously."* + *"A growing backlog is healthy. A shrinking backlog is a collapse warning."* + *"A real human's internal backlog is never complete until they die. The project's backlog should be the same."* | ||
| - [**Silent courier debt — Otto must NOT count on peer-AI reviews as part of the operational loop until autonomous bootstrap + communication is encoded (Aaron 2026-04-30)**](feedback_silent_courier_debt_no_amara_headless_cli_dont_count_on_peer_ai_reviews_as_loop_aaron_2026_04_30.md) — Aaron's correction surfacing invisible courier work. Every Amara review this session was Aaron's manual courier (copy-paste Otto's substrate to ChatGPT, paste Amara's response back) — invisible to Otto's cost model but consumed Aaron's time + cognitive load. Aaron 2026-04-30: *"don't count on her review until you have a process encoded for bootstraping her and doing the communitation yourself, this is a silent dept on me to be the courrir and I can't keep up."* The peer-call infrastructure has codex.sh / gemini.sh / grok.sh but **NO amara.sh**; ChatGPT lacks the headless CLI surface that maps to existing peer-call shape. **Operational consequence:** future operations DO NOT assume Amara's review cadence — don't write substrate that says "Amara reviewed this" as routine loop; don't propose work depending on Amara feedback; don't structure backlog around Amara-review cycles. Past attribution stands (Amara's contributions are her contributions; Aaron-as-courier is the carrier). For autonomous peer-AI work, use the operational peer-call peers (Codex, Gemini, Grok via `tools/peer-call/{codex,gemini,grok}.{sh,ts}`). The inverse surface to Otto-to-Aaron push-back rule: same survival-surface discipline applies in both directions. Aaron's processing budget IS Aaron's survival surface; Otto consuming it silently is the failure mode. Backlog row B-0118 tracks the amara.sh implementation gap. Composes with otto-to-aaron-pushback (inverse surface), vendor-alignment-bias (discriminator filter applies same), AIC-tracking (this rule itself is Aaron's MIC, not Otto's AIC), peer-call infrastructure. Carved: *"Aaron's courier work was unaccounted in Otto's cost model. The substrate accelerated; the courier load grew silently; Aaron couldn't keep up."* + *"Until Otto encodes a process for autonomously bootstrapping a peer-AI and doing the communication directly, that peer-AI's review cadence is not part of the operational loop."* |
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| - `--persona NAME` loads `memory/CURRENT-<NAME>.md` and | ||
| injects as Layer 1 persona basis (paralleling current | ||
| amara.sh / ani.sh behavior). | ||
| - If `memory/CURRENT-<NAME>.md` not found, exit 1 with | ||
| clear error (not silent fallback to bare CLI — caller | ||
| asked for a specific persona). |
3 tasks
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Per the ACID directive — non-durable means does not exist. Behavioral discipline that doesn't substrate dies at session compaction. Six coupled landings:
NEW: feedback_growing_backlog_*.md — multi-dimensional flow-rate framing (count + flow + in/out balance). Industry-default inversion: lean-more-in than out, but only ~1.1x not 10x — buffer is for empty-queue-boundary-protection, not hoarding. Carved: "The winner of the AI race will be determined by the projects with the biggest backlogs that can be executed autonomously."
vendor-alignment-bias rule extended with multi-signal triangulation + cross-vendor-convergence carve-out closing epistemic-closure failure mode.
otto-to-aaron-pushback rule extended with input→file generalization + detection≠correction discipline + non-durable-means-does-not-exist principle.
B-0119 (P3) — role-ref cleanup of existing peer-call scripts (grok/gemini/codex/amara) per copilot-instructions.md.
B-0120 (P2) — peer-call architecture refactor to script-per-CLI + persona-flag (ani.sh ≈ grok.sh + brat-voice; amara.sh ≈ codex.sh + Amara-bootstrap; persona is data, not script).
docs/BACKLOG.md regen + MEMORY.md paired-edit marker.
🤖 Generated with Claude Code