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ea99513
feat(add-to-project): rule-driven Initiative/Theme classifier
don-petry e383188
fix(reviews): address review comments [skip ci-relay]
donpetry-bot 98ce648
tune(add-to-project): triage clusters → 93% coverage + 6 new initiatives
don-petry 603f705
Merge branch 'main' into feat/initiative-classifier
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| #!/usr/bin/env bash | ||
| # classify-initiative.sh — assign the Initiative single-select field (and its | ||
| # rolled-up Theme) on Initiatives-project items that don't have one yet. | ||
| # | ||
| # Why this exists (petry-projects/.github#415): the add-to-project automation | ||
| # only ever places items ON the board (addProjectV2ItemById); nothing set the | ||
| # Initiative field, so nearly every item sat on the board unassociated with any | ||
| # initiative. This is the continuous, deterministic classifier that fills that | ||
| # gap — and its first run back-fills the existing blank items. | ||
| # | ||
| # Classification is RULE-DRIVEN, not AI: each item's title + labels + repo are | ||
| # flattened into a lowercase "signature" and matched against ordered regex | ||
| # rules (initiative-rules.tsv, first match wins). A matched item gets its | ||
| # Initiative set, plus the Theme that Initiative rolls up to | ||
| # (initiative-taxonomy.tsv). An item that matches NO rule is left blank and | ||
| # reported for triage — the classifier never guesses a bucket. | ||
| # | ||
| # Safety: this only ever writes per-item field VALUES | ||
| # (updateProjectV2ItemFieldValue via lib.sh's set_item_single_select_value). | ||
| # It never touches the field SCHEMA (updateProjectV2Field), so it cannot trip | ||
| # the single-select option-wipe footgun documented in | ||
| # standards/initiatives-project.md. By default it only fills items whose | ||
| # Initiative is currently empty, so a human's manual assignment is never | ||
| # overwritten; RECLASSIFY=all re-evaluates every item. | ||
| # | ||
| # Required env: | ||
| # PROJECT_ID ProjectV2 node ID of the Initiatives project | ||
| # GH_TOKEN Token with org Projects: Read+write | ||
| # | ||
| # Optional env: | ||
| # PROJECT_URL Logged in human-readable messages only | ||
| # DRY_RUN=1 Log intended writes, mutate nothing | ||
| # RECLASSIFY=all Re-evaluate items that already have an Initiative | ||
| # RULES_FILE Override path to the rules TSV | ||
| # TAXONOMY_FILE Override path to the Initiative→Theme TSV | ||
| # PAGE_SIZE Items fetched per GraphQL page (default 100) | ||
| # INITIATIVE_FIELD Initiative field name (default "Initiative") | ||
| # THEME_FIELD Theme field name (default "Theme") | ||
| # | ||
| # Functions (sourceable / unit-tested): | ||
| # normalize_signature <title> <labels_json> <repo> | ||
| # classify_by_rules <signature> → Initiative name or "" (no match) | ||
| # theme_for <initiative> → Theme name or "" | ||
| # decide_for_signature <signature> → "<initiative>\t<theme>" or "" | ||
| # resolve_fields → populate field-id / option maps | ||
| # sweep_project → paginate + reconcile the board | ||
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| set -euo pipefail | ||
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| _ci_dir="$(cd -- "$(dirname -- "${BASH_SOURCE[0]}")" && pwd)" | ||
| # shellcheck source-path=SCRIPTDIR | ||
| # shellcheck source=lib.sh | ||
| . "${_ci_dir}/lib.sh" | ||
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| # Field ids + name→optionId maps, resolved once per run by resolve_fields. | ||
| declare -gA CI_INIT_OPT CI_THEME_OPT | ||
| CI_INIT_FIELD_ID="" | ||
| CI_THEME_FIELD_ID="" | ||
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| # normalize_signature <title> <labels_json> <repo> | ||
| # Flatten an item into one lowercase line "title | l1,l2 | owner/repo" that | ||
| # the regex rules match against. A non-array labels_json (null/object from | ||
| # odd payloads) degrades to no labels rather than aborting under set -e. | ||
| # | ||
| # Gate labels are STRIPPED from the signature (SIGNATURE_IGNORE_LABELS, | ||
| # default = the required + excluded noise-gate labels). This matters: | ||
| # every board item carries the `dev-lead` required label, so leaving it in | ||
| # would make the `dev-lead agent` rule match every single item. Only labels | ||
| # that actually signal an initiative survive into the signature. | ||
| normalize_signature() { | ||
| if [ "$#" -ne 3 ]; then | ||
| printf '[normalize_signature] expected 3 args (title labels_json repo), got %d\n' "$#" >&2 | ||
| return 64 | ||
| fi | ||
| local title="$1" labels_json="$2" repo="$3" labels="" | ||
| # Drop routing/process labels that carry no initiative signal, so they can't | ||
| # drive a classification. Two mechanisms: | ||
| # 1. an explicit ignore list (SIGNATURE_IGNORE_LABELS) — the noise-gate | ||
| # labels (dev-lead + the excluded set); | ||
| # 2. a family-prefix strip for `dev-lead*` and `initiative*`, which also | ||
| # removes their colon-variants (`dev-lead:needs-human`, | ||
| # `initiative:auto`, …). Those variants contain "dev-lead"/"initiative" | ||
| # and would otherwise make the `dev-lead agent` / `Initiatives Project` | ||
| # rule tokens match every pipeline-routed item. | ||
| local ignore="${SIGNATURE_IGNORE_LABELS-dev-lead,compliance-audit,health-check,fleet-tracker,daily-report}" | ||
| if printf '%s' "${labels_json}" | jq -e 'type == "array"' >/dev/null 2>&1; then | ||
| labels=$(printf '%s' "${labels_json}" | jq -r --arg ig "${ignore}" ' | ||
| ($ig | ascii_downcase | split(",") | map(gsub("^\\s+|\\s+$";"")) | map(select(length > 0))) as $drop | ||
| | [ .[].name | ||
| | select((ascii_downcase) as $n | ||
| | (($drop | index($n)) | not) | ||
| and (($n | test("^(dev-lead|initiative)(:|$)")) | not)) ] | ||
| | join(",")') | ||
| fi | ||
| printf '%s | %s | %s' "${title}" "${labels}" "${repo}" | tr '[:upper:]' '[:lower:]' | ||
| } | ||
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| # classify_by_rules <signature> → first-matching Initiative name, or "". | ||
| classify_by_rules() { | ||
| if [ "$#" -ne 1 ]; then | ||
| printf '[classify_by_rules] expected 1 arg (signature), got %d\n' "$#" >&2 | ||
| return 64 | ||
| fi | ||
| local sig="$1" name rx | ||
| local rules="${RULES_FILE:-${_ci_dir}/initiative-rules.tsv}" | ||
| if [ ! -f "${rules}" ]; then | ||
| printf '[classify_by_rules] rules file not found: %s\n' "${rules}" >&2 | ||
| return 65 | ||
| fi | ||
| while IFS=$'\t' read -r name rx; do | ||
| case "${name}" in ''|'#'*) continue ;; esac | ||
| [ -n "${rx}" ] || continue | ||
| if printf '%s' "${sig}" | grep -Eiq -- "${rx}"; then | ||
| printf '%s' "${name}" | ||
| return 0 | ||
| fi | ||
| done < "${rules}" | ||
| return 0 | ||
| } | ||
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| # theme_for <initiative> → the Theme it rolls up to, or "". | ||
| theme_for() { | ||
| if [ "$#" -ne 1 ]; then | ||
| printf '[theme_for] expected 1 arg (initiative), got %d\n' "$#" >&2 | ||
| return 64 | ||
| fi | ||
| local want="$1" init theme | ||
| local tax="${TAXONOMY_FILE:-${_ci_dir}/initiative-taxonomy.tsv}" | ||
| if [ ! -f "${tax}" ]; then | ||
| printf '[theme_for] taxonomy file not found: %s\n' "${tax}" >&2 | ||
| return 65 | ||
| fi | ||
| while IFS=$'\t' read -r init theme; do | ||
| case "${init}" in ''|'#'*) continue ;; esac | ||
| if [ "${init}" = "${want}" ]; then | ||
| printf '%s' "${theme}" | ||
| return 0 | ||
| fi | ||
| done < "${tax}" | ||
|
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| return 0 | ||
| } | ||
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| # decide_for_signature <signature> → "<initiative>\t<theme>" (theme may be | ||
| # empty), or "" when no rule matches. | ||
| decide_for_signature() { | ||
| if [ "$#" -ne 1 ]; then | ||
| printf '[decide_for_signature] expected 1 arg (signature), got %d\n' "$#" >&2 | ||
| return 64 | ||
| fi | ||
| local sig="$1" init theme | ||
| init=$(classify_by_rules "${sig}") || return $? | ||
| [ -n "${init}" ] || return 0 | ||
| theme=$(theme_for "${init}") || return $? | ||
| printf '%s\t%s' "${init}" "${theme}" | ||
| } | ||
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| # resolve_fields — query the project once for the Initiative + Theme | ||
| # single-select field ids and their live option name→id maps. Fails loudly | ||
| # (75) if the project node is unreachable, (65) if the Initiative field is | ||
| # absent. Theme is best-effort: its absence is not fatal. | ||
| resolve_fields() { | ||
| _atp_require_env resolve_fields || return $? | ||
| local json | ||
| # shellcheck disable=SC2016 # $projectId/$initName/$themeName are GraphQL variables | ||
| json=$(gh api graphql \ | ||
| -F projectId="${PROJECT_ID}" \ | ||
| -F initName="${INITIATIVE_FIELD:-Initiative}" \ | ||
| -F themeName="${THEME_FIELD:-Theme}" \ | ||
| -f query='query($projectId:ID!,$initName:String!,$themeName:String!){ | ||
| node(id:$projectId){ | ||
| ... on ProjectV2 { | ||
| initiative: field(name:$initName){ ... on ProjectV2SingleSelectField { id options{ id name } } } | ||
| theme: field(name:$themeName){ ... on ProjectV2SingleSelectField { id options{ id name } } } | ||
| } | ||
| } | ||
| }') | ||
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| if [ "$(printf '%s' "${json}" | jq -r '.data.node')" = "null" ]; then | ||
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| printf '[resolve_fields] GraphQL returned data.node:null for PROJECT_ID=%s — token may lack access, or the project was deleted.\n' "${PROJECT_ID}" >&2 | ||
| return 75 | ||
| fi | ||
| CI_INIT_FIELD_ID=$(printf '%s' "${json}" | jq -r '.data.node.initiative.id // ""') | ||
| CI_THEME_FIELD_ID=$(printf '%s' "${json}" | jq -r '.data.node.theme.id // ""') | ||
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| if [ -z "${CI_INIT_FIELD_ID}" ]; then | ||
| printf '[resolve_fields] Initiative single-select field %q not found on the project.\n' "${INITIATIVE_FIELD:-Initiative}" >&2 | ||
| return 65 | ||
| fi | ||
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| local id name | ||
| while IFS=$'\t' read -r id name; do | ||
| [ -n "${id}" ] && CI_INIT_OPT["${name}"]="${id}" | ||
| done < <(printf '%s' "${json}" | jq -r '.data.node.initiative.options[]? | "\(.id)\t\(.name)"') | ||
| while IFS=$'\t' read -r id name; do | ||
| [ -n "${id}" ] && CI_THEME_OPT["${name}"]="${id}" | ||
| done < <(printf '%s' "${json}" | jq -r '.data.node.theme.options[]? | "\(.id)\t\(.name)"') | ||
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| } | ||
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| # _ci_report <total> <already> <matched> <unmatched> <skipped> | ||
| _ci_report() { | ||
| local total="$1" already="$2" matched="$3" unmatched="$4" skipped="$5" | ||
| local mode="apply"; [ "${DRY_RUN:-}" = "1" ] && mode="dry-run" | ||
| printf '\n=== classify-initiative summary (%s) ===\n' "${mode}" | ||
| printf ' board items scanned : %d\n' "${total}" | ||
| printf ' already associated : %d (skipped; RECLASSIFY=all to re-evaluate)\n' "${already}" | ||
| printf ' newly matched : %d\n' "${matched}" | ||
| printf ' unmatched (blank) : %d\n' "${unmatched}" | ||
| printf ' option-missing skip : %d\n' "${skipped}" | ||
| if [ -n "${GITHUB_STEP_SUMMARY:-}" ]; then | ||
| { | ||
| printf '### classify-initiative (%s)\n\n' "${mode}" | ||
| printf '| scanned | already | matched | unmatched | skipped |\n' | ||
| printf '|--:|--:|--:|--:|--:|\n' | ||
| printf '| %d | %d | %d | %d | %d |\n' "${total}" "${already}" "${matched}" "${unmatched}" "${skipped}" | ||
| } >> "${GITHUB_STEP_SUMMARY}" | ||
| fi | ||
| } | ||
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| # sweep_project — resolve fields, page through every board item, and set the | ||
| # Initiative (+ Theme) on each qualifying item. Idempotent; DRY_RUN-aware. | ||
| sweep_project() { | ||
| _atp_require_env sweep_project || return $? | ||
| resolve_fields || return $? | ||
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| local page_size="${PAGE_SIZE:-100}" items | ||
| # --paginate concatenates one JSON document per page; jq -s slurps them and | ||
| # flattens all item nodes into a single array. | ||
| # shellcheck disable=SC2016 # GraphQL variables, not shell | ||
| items=$(gh api graphql --paginate \ | ||
| -F projectId="${PROJECT_ID}" \ | ||
| -F pageSize="${page_size}" \ | ||
| -F initName="${INITIATIVE_FIELD:-Initiative}" \ | ||
| -f query='query($projectId:ID!,$pageSize:Int!,$endCursor:String,$initName:String!){ | ||
| node(id:$projectId){ | ||
| ... on ProjectV2 { | ||
| items(first:$pageSize, after:$endCursor){ | ||
| pageInfo{ hasNextPage endCursor } | ||
| nodes{ | ||
| id | ||
| initiative: fieldValueByName(name:$initName){ ... on ProjectV2ItemFieldSingleSelectValue { name } } | ||
| content{ | ||
| __typename | ||
| ... on Issue { title labels(first:20){ nodes{ name } } repository{ nameWithOwner } } | ||
| ... on PullRequest { title labels(first:20){ nodes{ name } } repository{ nameWithOwner } } | ||
| ... on DraftIssue { title } | ||
| } | ||
| } | ||
| } | ||
| } | ||
| } | ||
| }' | jq -s '[.[].data.node.items.nodes[]?]') | ||
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| local total=0 already=0 matched=0 unmatched=0 skipped=0 | ||
| local node | ||
| while IFS= read -r node; do | ||
| [ -n "${node}" ] || continue | ||
| total=$((total + 1)) | ||
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| local item_id cur title labels repo sig decided init theme optid | ||
| item_id=$(printf '%s' "${node}" | jq -r '.id') | ||
| cur=$(printf '%s' "${node}" | jq -r '.initiative.name // ""') | ||
| title=$(printf '%s' "${node}" | jq -r '.content.title // ""') | ||
| labels=$(printf '%s' "${node}" | jq -c '.content.labels.nodes // []') | ||
| repo=$(printf '%s' "${node}" | jq -r '.content.repository.nameWithOwner // ""') | ||
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| if [ -n "${cur}" ] && [ "${RECLASSIFY:-}" != "all" ]; then | ||
| already=$((already + 1)) | ||
| continue | ||
| fi | ||
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| sig=$(normalize_signature "${title}" "${labels}" "${repo}") | ||
| decided=$(decide_for_signature "${sig}") | ||
| init="${decided%%$'\t'*}" | ||
| theme="${decided#*$'\t'}" | ||
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| if [ -z "${init}" ]; then | ||
| unmatched=$((unmatched + 1)) | ||
| printf 'UNMATCHED %-20s «%s»\n' "${repo:-draft}" "${title}" | ||
| continue | ||
| fi | ||
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| optid="${CI_INIT_OPT[${init}]:-}" | ||
| if [ -z "${optid}" ]; then | ||
| printf '::warning::rule matched Initiative %q which is not a live project option; skipping «%s»\n' "${init}" "${title}" >&2 | ||
| skipped=$((skipped + 1)) | ||
| continue | ||
| fi | ||
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| printf 'MATCH %-22s <- %-20s «%s»\n' "${init}" "${repo:-draft}" "${title}" | ||
| set_item_single_select_value "${item_id}" "${CI_INIT_FIELD_ID}" "${optid}" | ||
| matched=$((matched + 1)) | ||
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| # Theme is best-effort: co-assign only when the field and matching option | ||
| # both exist live. A missing Theme field/option is silently tolerated. | ||
| if [ -n "${theme}" ] && [ -n "${CI_THEME_FIELD_ID}" ]; then | ||
| local topt="${CI_THEME_OPT[${theme}]:-}" | ||
| [ -n "${topt}" ] && set_item_single_select_value "${item_id}" "${CI_THEME_FIELD_ID}" "${topt}" | ||
| fi | ||
| done < <(printf '%s' "${items}" | jq -c '.[]') | ||
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| _ci_report "${total}" "${already}" "${matched}" "${unmatched}" "${skipped}" | ||
| } | ||
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| if [ "${BASH_SOURCE[0]}" = "${0}" ]; then | ||
| sweep_project | ||
| fi | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,25 @@ | ||
| # Initiative <TAB> ERE regex — deterministic classification rules for | ||
| # classify-initiative.sh, matched (case-insensitive) against a per-item | ||
| # signature = "title | label,label | owner/repo", all lowercased. | ||
| # | ||
| # ORDER IS PRIORITY: first matching row wins, so put specific initiatives | ||
| # above the generic bucket they'd otherwise be swallowed by (e.g. Compliance | ||
| # Blitz and Org Standards before Compliance program). An item that matches no | ||
| # rule is left BLANK and reported for triage — the classifier never guesses | ||
| # "Ad hoc". Tune rows here; coverage is measured on every dry-run. | ||
| Auto-rebase auto.?rebase|update.?branch|rebase (bot|loop|collision)|conflict.?comment|dismiss.?stale|last.?push.?approval|stale.?base | ||
| pr-review agent pr.?review|(code|bot|single|advisory) review|review.?(one.?pr|decision|enumeration|loop|comments?|bot|gate|findings|annotation|enhancement)|advisory bot|coderabbit|(gemini|copilot|sonarcloud|codex) review|fix.?request|extract_verdict|mention.?(ack|trigger)|changes_requested|@petry-review|@donpetry-bot|review-one-pr | ||
| Model Selection model.?(selection|fallback|tier|switch)|fallback model|opus.?fallback|retire .*(opus|gpt|claude-|model)|update to opus|opus 4|cross.?provider|provider.?switch|additional providers|providers,? .*model|engine.?(availability|model|upgrade)|rate.?limit resilience | ||
| Agent Shield agent.?shield|prompt.?injection|input sanitiz|sanitiz|agent.?(security|hardening|governance)|jailbreak|secret.?redact|mcp.*(governance|allowlist|registry)|credential isolation|owasp|posture scoring|egress (firewall|policy|filter|rule)|firewall policy | ||
| Self-healing self.?heal|auto.?remediat|auto.?fix|self.?repair|stall detect|pipeline stall|recovery escalation | ||
| dev-lead agent dev.?lead|deep.?impl|bmad|engine.?(timeout|error)|story churn|phantom.?spec|thin.?caller|inlined (claude|workflow)|claude\.yml|claude-fix|prompting framework | ||
| GH-AW gh-?aw|agentic.?workflow|\baw\b|ci.?failure|failure.?analyst|ci-?analyst|failure-to-agent|lock\.?file|lock\.yml | ||
|
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| Copilot Instructions copilot.*instruction|copilot coding agent|copilot governance|copilot custom|\.github/copilot|copilot-instructions | ||
| Fleet Monitor fleet.?(monitor|tracker|view|health)|health.?check|hourly runs?|cron entr|scheduled .*(runs?|actions) | ||
| Daily Reports daily.?report|nightly.?report|status.?digest|org.?status|token.?(cost|report|metric|observ)|weekly .*report | ||
| Compliance Blitz compliance.?blitz|compliance.?day|compliance backlog | ||
| Org Standards sonarcloud|sonar[ ._-]|s7[0-9]{3}|s86[0-9]{2}|s59[0-9]{2}|scorecard|ruleset|codeowners|branch.?(protection|ruleset)|push.?protection|ci.?standard|baseline|standards.?(sync|deploy|reconcile)|nosonar|secret.?scan|gitleaks|dependency.?(harden|pinning)|pin.*(sha|ref|reusable|version|action)|actionlint|yamllint|lint check|dependabot|org.?standard|org-wide .*(standard|instruction|reusable)|code.?quality|zizmor|oidc|access control|standards drift|drift detection|integrity verification|execution protection|security linting|pull request limits|pr.?limits|admission gate | ||
| Compliance program compliance|audit|remediat | ||
| Release Strategy release.?(strategy|train|notes|channel|cadence|automation)|channel.?(promote|cut|soak|pin)|ring.?(rollout|promote|enrol)|canary|version(ing)? standard|semantic versioning|promote .*(channel|ring|stable) | ||
| Initiatives Project initiative|add.?to.?project|projects? v2|project board|roadmap view|initiatives project|issue.?fields|github projects | ||
| Tooling tooling|scratchpad|dev.?tool|utility script|repo template | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,19 @@ | ||
| # Initiative <TAB> Theme — canonical roll-up used by classify-initiative.sh. | ||
| # Comments (#) and blank lines ignored. See standards/initiatives-project.md. | ||
| dev-lead agent Agentic Framework | ||
| pr-review agent Agentic Framework | ||
| GH-AW Agentic Framework | ||
| Copilot Instructions Agentic Framework | ||
| Agent Shield Agentic Framework | ||
| Model Selection Agentic Framework | ||
| Fleet Monitor Fleet Operations | ||
| Daily Reports Fleet Operations | ||
| Org Standards Fleet Operations | ||
| Release Strategy Fleet Operations | ||
| Compliance program Compliance | ||
| Compliance Blitz Compliance | ||
| Self-healing Compliance | ||
| Auto-rebase Compliance | ||
| Initiatives Project Tooling | ||
| Tooling Tooling | ||
| Ad hoc Ad hoc |
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