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memory-keeper

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Distil accumulated experience records (experiences.jsonl) into updated domain knowledge summaries (knowledge.md) for any chip-design domain. Run after every 10 orchestrator sessions, or on demand when a domain has collected new issue/fix patterns.

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Source SKILL.md: https://github.com/chuanseng-ng/digital-chip-design-agents/blob/HEAD/plugins/infrastructure/skills/memory-keeper/SKILL.md

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Skill: Memory Keeper

Invocation

/chip-design-infrastructure:memory-keeper [--domain <name>] [--all] [--min-records <n>] [--init]
  • --domain <name> — distil a single domain (e.g. synthesis, sta, pd)
  • --all — distil every domain that has an experiences.jsonl with enough records
  • --min-records <n> — minimum record count to proceed (default: 5); skip domains below threshold
  • --init — resolve and seed the central memory root, migrating any repo-local runtime data (runs memory_root.py --init); no distillation. Use once after install or to inspect the location.

If neither --domain nor --all nor --init is given, prompt the user to choose.


Memory Root Resolution

Memory does not live at a fixed relative memory/ path. The active root is resolved by memory_root.py (the single source of truth that distill.py and tools/qor_trends.py import), in this priority order:

  1. an explicit --memory-root PATH argument
  2. the $CHIP_DESIGN_MEMORY_ROOT environment variable
  3. the central default ${XDG_DATA_HOME:-$HOME/.local/share}/chip-design-agents/digital/memory (Windows: %LOCALAPPDATA%\chip-design-agents\digital\memory)
  4. the in-repo memory/ tree as a seed fallback (used only if the central root is unwritable)

The in-repo memory/ tree is the version-controlled seed: on first resolution each <domain>/knowledge.md is copied into the central root if absent (never overwriting accumulated data; runtime experiences.jsonl/run_state.md are never seeded). Orchestrators resolve this same root at session start and use it as <MEM> for every read/write. To print the resolved path:

python3 plugins/infrastructure/skills/memory-keeper/memory_root.py        # prints the root
python3 plugins/infrastructure/skills/memory-keeper/memory_root.py --init  # seed + migrate + report

Per-project scoping (opt-out of the central store): export CHIP_DESIGN_MEMORY_ROOT="$PWD/memory" (or pass --memory-root ./memory to the scripts).


Purpose

Orchestrators write one JSON record to memory/<domain>/experiences.jsonl after every run. Over time those records accumulate issue descriptions, applied fixes, metric ranges, and tool-flag observations. This skill reads that evidence and merges the new learnings into memory/<domain>/knowledge.md — the Tier-2 summary that every orchestrator reads at session start. Without periodic distillation, knowledge.md drifts stale while the evidence log grows.


Domains

Valid domain names match the subdirectories under memory/:

DomainJSONL path
architecturememory/architecture/experiences.jsonl
compilermemory/compiler/experiences.jsonl
dftmemory/dft/experiences.jsonl
firmwarememory/firmware/experiences.jsonl
formalmemory/formal/experiences.jsonl
fpgamemory/fpga/experiences.jsonl
hlsmemory/hls/experiences.jsonl
infrastructurememory/infrastructure/experiences.jsonl (opt-in; env-keyed)
pdmemory/pd/experiences.jsonl
rtl-designmemory/rtl-design/experiences.jsonl
socmemory/soc/experiences.jsonl
stamemory/sta/experiences.jsonl
synthesismemory/synthesis/experiences.jsonl
verificationmemory/verification/experiences.jsonl

Stage: load_experiences

Domain Rules

  1. Read memory/<domain>/experiences.jsonl (one JSON object per line).
  2. Count valid records. If count < --min-records (default 5), print a skip notice and stop — not enough signal to distil.
  3. If the file does not exist or is empty, skip with the same notice.
  4. Parse every record into an in-memory list. Ignore malformed lines (log a warning).
  5. Group records along three axes for the analysis stage:
    • Issues + fixes: collect all issues_encountered and fixes_applied strings
    • Tool flags: scan notes and fixes_applied for explicit flag/command patterns (lines containing -, --, or backtick-quoted commands)
    • Metric ranges: for each numeric field in key_metrics, collect the list of values across all records; compute min, max, median, and the most recent value

QoR Metrics to Evaluate

  • records_read: total valid JSONL records parsed (target ≥ min-records threshold)
  • records_skipped: malformed lines ignored (target: 0)
  • signoff_rate: fraction of records where signoff_achieved: true (informational)

Output

Structured summary object (in-memory) passed to distil_knowledge:

{
  "domain": "<domain>",
  "record_count": "<n>",
  "date_range": ["<oldest ISO-8601>", "<newest ISO-8601>"],
  "signoff_rate": "<fraction>",
  "issue_fix_pairs": [{"issue": "...", "fix": "...", "count": "<n>"}],
  "tool_flag_candidates": ["<flag or command fragment>"],
  "metric_ranges": {
    "<metric_field>": {"min": "x", "max": "y", "median": "z", "latest": "w"}
  },
  "free_notes": ["<note string>"]
}

Stage: distil_knowledge

Domain Rules

  1. Read the existing memory/<domain>/knowledge.md in full.
  2. Using the structured summary from load_experiences, identify new evidence that is not already captured in the current knowledge.md:
    • New issue/fix pairs not yet present under Known Failure Patterns
    • New successful flags not yet under Successful Tool Flags
    • PDK or tool quirks mentioned in notes not yet under PDK / Tool Quirks
  3. For each new finding, draft a concise bullet following the style of existing entries:
    • Lead with the symptom or scenario in bold
    • Follow with the cause and the fix in plain prose
    • Keep each entry to 2–4 sentences maximum
  4. Merge new entries below existing entries in the relevant section — never delete or overwrite an existing entry unless it directly contradicts new evidence (note the contradiction explicitly).
  5. If the signoff rate across records is < 50%, add a note in the Notes section flagging common failure modes that did not reach signoff.
  6. Update the ## Notes section with a distillation timestamp: _Last distilled: <ISO-8601 date> from <n> experience records._ Replace any previous such line.
  7. Write the updated content back to memory/<domain>/knowledge.md.

Merge Policy

ScenarioAction
New issue/fix not in knowledge.mdAdd under Known Failure Patterns
Existing entry confirmed by ≥ 3 recordsAdd (confirmed across N runs) annotation
Existing entry contradicted by ≥ 3 recordsStrike through old text, add corrected entry
New tool flag observed in ≥ 2 recordsAdd under Successful Tool Flags
Single-record observationAdd only if signoff_achieved: true and notes are detailed

QoR Metrics to Evaluate

  • new_failure_patterns: new entries added under Known Failure Patterns (target ≥ 1 if new issues exist)
  • new_tool_flags: new entries added under Successful Tool Flags (target ≥ 1 if new flags observed)
  • existing_entries_annotated: count of existing entries updated with confirmation or correction notes
  • contradictions_flagged: entries where new evidence contradicts old — must never be silently overwritten

Output Required

  • Updated memory/<domain>/knowledge.md
  • Console summary: how many new entries were added per section, and how many existing entries were annotated or corrected

Optional: claude-mem index

After writing knowledge.md, if mcp__plugin_ecc_memory__add_observations is available in this session, emit each new issue/fix pair as an observation to entity chip-design-<domain>-fixes. Skip this step silently if the tool is absent — knowledge.md and experiences.jsonl are the canonical records. Do not hard-depend on claude-mem availability.


Stage: report

Domain Rules

  1. Print a per-domain distillation report:
    Domain:        <domain>
    Records read:  <n>
    Date range:    <oldest> → <newest>
    Signoff rate:  <pct>%
    New entries:   +<k> Known Failure Patterns, +<j> Successful Tool Flags, +<i> PDK Quirks
    Annotations:   <m> existing entries updated
    knowledge.md:  memory/<domain>/knowledge.md  [updated]
    
  2. If --all was used, print a summary table across all processed domains.
  3. If any domain was skipped (too few records), list them with their current record count.

QoR Metrics to Evaluate

  • domains_processed: count of domains where knowledge.md was updated (target ≥ 1)
  • domains_skipped: count of domains below the min-records threshold (informational)

Output Required

  • Printed per-domain distillation report
  • If --all: printed summary table across all processed and skipped domains

Sign-off Checklist

  • experiences.jsonl read; record count ≥ min-records threshold
  • Structured summary produced (issue/fix pairs, metric ranges, tool flags)
  • Existing knowledge.md read without modification during analysis
  • New entries drafted in the style of existing entries
  • Contradicted entries flagged, not silently overwritten
  • Distillation timestamp updated in Notes section
  • knowledge.md written back to disk
  • Console report printed

Example Invocations

# Distil synthesis domain (must have ≥ 5 records)
/chip-design-infrastructure:memory-keeper --domain synthesis

# Distil all domains with ≥ 10 records
/chip-design-infrastructure:memory-keeper --all --min-records 10

# Force distillation even with 3 records (debugging or early feedback)
/chip-design-infrastructure:memory-keeper --domain sta --min-records 3