Add AGENTS.md with initial cloud agent instructions#1
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FluffyAIcode wants to merge 1 commit intomainfrom
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Add AGENTS.md with initial cloud agent instructions#1FluffyAIcode wants to merge 1 commit intomainfrom
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Co-authored-by: FluffyAIcode <FluffyAIcode@users.noreply.github.com>
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Apr 21, 2026
Targets directly hit: 4.13 save_load_consistency : FAIL -> PASS (outputs bit-identical) 4.25 prefix_length_scaling : FAIL -> PASS (mass_B/mass_A = 1.543 >= 1.10) Targets held (no regression from v3.44-rewrite): 4.24 context_descriptor_cluster_probe: PASS (0.9375 / 1.0) 4.16 retrieval_generation_alignment_audit: PASS Targets still FAIL (same as v3.44-rewrite, unaddressed by #1/#3): 4.23 keyword_specific_tail_slot_probe: median_rank=1402, hit=0 4.8 / 4.21 / 4.7 : decoder repetition triple (will be addressed by #2) 4.11 / 4.19 : prefix-token-class mismatch (will be addressed by #5) Surprising finding on 4.23: The diagnostic dump (diag_4_23_slot_direction.py) reveals that bridge._last_tail_slots read by 4.23 does NOT come from prefix_cond - it comes from the SECOND inject call inside _build_contrastive_uncond_prefix, which is called with rare_keyword_wte_residual=None. This overwrites _last_tail_slots and _last_residual with the uncond contrastive prefix's values. The probe has been reading the uncond tail since at least v3.42. This is a pre-existing diagnostic-buffer aliasing bug, not a change-#1 regression. It explains why v3.48 (median_rank=1089) and v3.45 (median_rank=1402) both point at whitespace/punct - both are reading tail slots that were rebuilt without rare-keyword residual. Fix belongs in a separate PR (write residual to a second buffer in cond path, or snapshot bridge._last_tail_slots before uncond inject). axis_coverage under v3.49 runner reporting: A compression : ratio 8.97 (< 10) FAIL B injection : 164224 floats, O(1) PASS C fidelity : 7/11 (threshold 9) FAIL D stability : 2/3 (4.21 FAIL) FAIL elapsed: 1508 s on CPU, AMS_DETERMINISTIC=1, fresh init. This audit validates: - #1 revert did not regress anything and recovered 4.25 (predicted by the plan's 'LN-bounded extra slot mass' magnitude calculus). - #3 refresh timing alignment recovered 4.13 (predicted by the plan's 'rare_keyword_ids fresh-vs-load asymmetry' mechanism). This audit does not validate: - any claim about 4.23 reachability; 4.23 has a pre-existing aliasing bug that the current plan's change #2 ([B] replacement) cannot fix because the replacement would still be overwritten by the uncond inject call. Co-authored-by: FluffyAIcode <FluffyAIcode@users.noreply.github.com>
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Adds
AGENTS.mddocumenting the current state of the repository for future Cursor Cloud agents.The repository is brand new (only contains a
LICENSEfile), so this file notes that there are no dependencies, services, or build commands yet, and instructs future agents to re-evaluate once application code is added.