Module: PWN::AI::Agent::TaskSummarizer

Defined in:
lib/pwn/ai/agent/task_summarizer.rb

Overview

High-level executive brief of the work the agent is about to do.

Every pwn-ai request is a goal. There is no statement/question/goal request type. English tangible tasks are an advisory compass:

1. plan(request:) — break the goal into ordered plain-English tasks
2. about_to(tools:) — per tool-batch brief led by "task k/n"
3. active_task_prompt — injected into Loop as a compass only
4. record! emits an advancement brief when plan_idx moves

Never dumps raw commands or tool results into the task row — those stay on the per-tool lines the REPL already prints.

REPL on_tool contract (repl.rb):

on_tool.call('task', full_summary_text, '')  # result MUST be empty
# → [ ts → pwn-ai → task ] <full summary, no truncation>
on_tool.call('shell', args, result)          # real tool

Constant Summary collapse

DEFAULT_EVERY =
5
DEFAULT_INTERVAL_S =
8.0
MAX_BUFFER =
64
PREVIEW_LEN =

Soft cap only for non-plan batch briefs when NOT showing full. Plan text and task summaries are always shown in full (no ellipsis).

2_000
MAX_PLAN_TASKS =
12
MIN_PLAN_TASKS =
2
ENGINE_MODS =
{
  openai: 'PWN::AI::OpenAI',
  grok: 'PWN::AI::Grok',
  ollama: 'PWN::AI::Ollama',
  openwebui: 'PWN::AI::OpenWebUI',
  anthropic: 'PWN::AI::Anthropic',
  gemini: 'PWN::AI::Gemini'
}.freeze
PLAN_SYSTEM =
<<~SYS
  You are the pwn-ai Task Planner.
  Break the user request into an ordered list of tangible work units. Rules:
  - 2..12 tasks. Each task is one coherent unit of work (may need many tools).
  - Plain US English. Imperative mood. No tool names, paths, or shell commands.
  - Cover discovery/recon, the core work, verification, and the requested
    deliverable/format ONLY when relevant to THIS request.
  - Tailor steps to THIS request only — do not reuse a canned domain script.
  - Last task should verify or present the final result when that fits.
  - Never append unrelated repo hygiene (rubocop/rake/docs) unless the user
    asked to change code under /opt/pwn.
  - Only plan live discovery/recon when the user asked to scan/find live hosts.
  - Output ONLY a JSON array of strings. No markdown, no prose, no keys.
  Example: ["determine the local IPv4 subnet","find live hosts on that subnet","present live hosts as JSON"]
SYS
TOOL_NAME_ROOTS =

Roots of registered agent tools — used to detect plan_first outlines that list tool calls instead of plain-English tangible work.

%w[
  shell pwn_eval
  memory sessions mistakes learning extro skill agent swarm cron
  reward curriculum metrics
].freeze
MUTATION_DONE_RX =
/
  patched|wrote\s|file\.write|fileutils|sed\s+-i|binwrite|
  syntax\sok|changed\s+\d+\s+lines
/ix
VERIFY_DONE_RX =
/
  0\s+offenses|0\s+failures|examples?,\s*0|
  all\s+examples?\s+passed|\d+\s+runs?,\s*0\s+failures
/ix
VERIFY_RAN_RX =

Ran the verifier — green or red. "4 offenses" still completes the verify English task; remaining defects belong to implement/fix.

/
  \d+\s+offenses?|\d+\s+failures|examples?,\s*\d+|
  finished\s+in\s+\d|\d+\s+runs?,\s*\d+\s+failures
/ix
HANDOFF_MIN_TOOLS =
2
DISCOVER_MIN_TOOLS =
3

Class Method Summary collapse

Class Method Details

.about_to(opts = {}) ⇒ Object

High-level brief for a collection of impending tool calls. English tangible task is PRIMARY; tool counts/intents are secondary. This string appears as name='task' and is shown in FULL in pwn-ai.

Supported Method Parameters

line = PWN::AI::Agent::TaskSummarizer.about_to( tools: 'optional - array of args: or bare names', name: 'optional - single tool name (legacy one-tool path)', args: 'optional - single tool args (ignored for brief content)', request: 'optional - goal text', state: 'optional - fresh() hash' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 741

public_class_method def self.about_to(opts = {})
  state   = opts[:state]
  request = state && state[:request].to_s
  request = opts[:request].to_s if request.nil? || request.empty?

  tools = normalize_tools(tools: opts[:tools], name: opts[:name], args: opts[:args])
  names = tools.map { |t| t[:name] }
  # Ensure a plan exists so about_to can name the active task.
  plan(request: request, state: state) if state.is_a?(Hash) && Array(state[:plan]).empty? && !request.to_s.strip.empty?

  caps = capabilities_for(names: names)
  counts = tool_counts_phrase(names: names)
  intent = intent_phrase(tools: tools)

  via =
    if caps.empty?
      ''
    elsif intent != '' && counts != ''
      # Distinctive: tools + intent so shell/search ≠ shell/edit
      "via #{counts} (#{intent})"
    elsif counts != ''
      "via #{counts}"
    elsif caps.length == 1
      "via #{caps.first}"
    else
      head = caps[0..-2].join(', ')
      "via #{head}, and #{caps.last}"
    end

  # English task k/n is PRIMARY — same vocabulary as emit_plan!.
  # Previously tools led ("Next: shell×2 (search) [task k/n: …]") which
  # made mid-flight lines look like jargon and omitted the English task
  # on the first batch after the plan (operator "skipped tasks" complaint).
  plan_bit = ''
  has_plan = state.is_a?(Hash) && Array(state[:plan]).any?
  plan_emitted = state.is_a?(Hash) && state[:plan_emitted]
  if has_plan
    idx = active_plan_index(state: state)
    item = state[:plan][idx]
    if item
      state[:plan_idx] = idx if state.is_a?(Hash)
      plan_n = state[:plan].length
      # Always show English task k/n when a multi-step plan exists.
      # Single-task plans after emit_plan! already stated the only item —
      # keep via-only then to avoid a near-duplicate of the plan line.
      if plan_n <= 1 && plan_emitted
        plan_bit = ''
      else
        plan_bit = "task #{idx + 1}/#{plan_n}: #{item}"
      end
    end
  end

  # Goal lives on the emit_plan! line. Restate toward: only when this
  # brief would otherwise have no plan/goal linkage.
  why = why_bit(
    request: request,
    names: names,
    with_goal: plan_bit.empty? && !plan_emitted
  )

  # Compose: English task first, tools as via, optional why.
  line =
    if !plan_bit.empty? && !via.empty?
      "#{plan_bit}#{via}"
    elsif !plan_bit.empty?
      plan_bit
    elsif !via.empty?
      "Next: #{via.sub(/\Avia /, '')}"
    else
      'Next: prepare the next step'
    end
  line = "#{line}#{why}" unless why.empty?
  line = line.gsub(/[^\S\n]+/, ' ').strip
  # Full summary — never ellipsize. Pathological multi-MB blobs only
  # get a hard safety clamp far above normal executive briefs.
  line = line[0, 50_000] if line.length > 50_000

  # Suppress identical task lines when the model re-issues the same batch.
  if state.is_a?(Hash) && duplicate_brief?(state: state, line: line)
    state[:pending_tools] = names
    state[:emitted_for_batch] = true
    return nil
  end

  if state.is_a?(Hash)
    remember_brief!(state: state, line: line)
    state[:pending_tools] = names
    state[:emitted_for_batch] = true
  end
  line
rescue StandardError
  'Next: advance the current goal'
end

.active_task(opts = {}) ⇒ Object

Active plain-English plan item (and index/n) for Loop / model steering.

Supported Method Parameters

info = PWN::AI::Agent::TaskSummarizer.active_task( state: 'required - fresh() hash' ) => { idx:, n:, item:, label: "task k/n: …" } or nil



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 843

public_class_method def self.active_task(opts = {})
  state = opts[:state]
  return nil unless state.is_a?(Hash)

  plan = Array(state[:plan])
  return nil if plan.empty?

  idx = active_plan_index(state: state)
  left = unfinished_tasks(state: state, messages: opts[:messages])
  idx = left.first[:idx] if left.any? && left.none? { |task| task[:idx] == idx }
  item = plan[idx].to_s
  return nil if item.empty?

  n = plan.length
  {
    idx: idx,
    n: n,
    item: item,
    label: "task #{idx + 1}/#{n}: #{item}"
  }
rescue StandardError
  nil
end

.active_task_prompt(opts = {}) ⇒ Object

Inject / refresh the active-task focus into Loop messages when plan_idx changes. Returns the message content when a new injection is needed, else nil.

Supported Method Parameters

text = PWN::AI::Agent::TaskSummarizer.active_task_prompt( state: 'required - fresh() hash', force: 'optional - Boolean re-emit even if idx unchanged' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 977

public_class_method def self.active_task_prompt(opts = {})
  state = opts[:state]
  return nil unless state.is_a?(Hash)
  return nil unless plan_open?(state: state, messages: opts[:messages])

  info = active_task(state: state, messages: opts[:messages])
  return nil unless info

  force = !opts[:force].nil?
  prev = state[:focus_injected_idx]
  return nil if !force && !prev.nil? && prev.to_i == info[:idx].to_i

  state[:focus_injected_idx] = info[:idx]
  # First injection after plan: full plan_context. Later: compact focus.
  if prev.nil? || force
    plan_context(state: state, request: opts[:request])
  else
    done_bit =
      if state[:last_advanced_from]
        from = state[:last_advanced_from].to_i
        prev_item = Array(state[:plan])[from]
        prev_item ? "Completed task #{from + 1}. " : ''
      else
        ''
      end
    focus = "#{done_bit}[pwn-ai/tasks] Compass: #{info[:label]}. " \
            'Finish the original request with CORE_TOOLS; this task list is advisory.'
    req_line = immutable_request_line(opts)
    req_line ? "#{focus} #{req_line}" : focus
  end
rescue StandardError
  nil
end

.apply_prm_advancement!(opts = {}) ⇒ Object

Advance or hold plan_idx from an R2 step batch. Advance ONLY when the current English task has completion evidence (mutate/verify) or the batch clearly hands off to the NEXT task's phase. A +1 search streak is telemetry — never task completion. Any -1 or mistake fingerprint on the batch -> do not advance.

Supported Method Parameters

idx = PWN::AI::Agent::TaskSummarizer.apply_prm_advancement!( state: 'required - fresh() hash', rewards: 'required - Array of -1|0|1 (batch order)', intents: 'optional - Array of intent verb strings for the batch', names: 'optional - tool names in the batch', result: 'optional - latest tool result string', mistake: 'optional - truthy when a mistake fingerprint hit this batch' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 1263

public_class_method def self.apply_prm_advancement!(opts = {})
  state = opts[:state]
  return nil unless state.is_a?(Hash)

  plan = Array(state[:plan])
  return state[:plan_idx].to_i if plan.length <= 1

  idx = state[:plan_idx].to_i
  return idx if idx >= plan.length - 1

  rewards = Array(opts[:rewards]).map(&:to_i)
  return idx if rewards.empty?

  # Hold on any regression or explicit mistake fingerprint.
  if opts[:mistake] || rewards.any?(&:negative?)
    state[:prm_pos_streak] = 0
    state[:last_prm_signal] = :hold_regress
    return idx
  end

  pos = rewards.count(&:positive?)
  if pos.zero?
    state[:prm_pos_streak] = 0
    state[:last_prm_signal] = :hold_neutral
    return idx
  end

  # Streak is telemetry only — never an advance trigger.
  state[:prm_pos_streak] = state[:prm_pos_streak].to_i + pos

  item = plan[idx].to_s
  intents = Array(opts[:intents]).map { |iv| iv.to_s.downcase }.reject(&:empty?)
  names = Array(opts[:names]).map(&:to_s)
  intent_s = (intents + names).join(' ')

  if task_complete_enough?(
    item: item,
    result: opts[:result],
    names: names,
    intents: intents,
    state: state
  )
    return bump_plan!(state: state, idx: idx, signal: :advance_complete)
  end

  nxt = plan[idx + 1].to_s
  return bump_plan!(state: state, idx: idx, signal: :advance_handoff) if handoff_to_next?(state: state, item: item, next_item: nxt, intent: intent_s)

  state[:last_prm_signal] = :hold_open
  idx
rescue StandardError
  opts[:state].is_a?(Hash) ? opts[:state][:plan_idx].to_i : 0
end

.authorsObject

Author(s)

0day Inc. support@0dayinc.com



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 1721

public_class_method def self.authors
  "AUTHOR(S):\n  0day Inc. <support@0dayinc.com>\n"
end

.canonical_request(opts = {}) ⇒ Object

Pull the operator's original ask out of curriculum / critic / GOAL+PLAN wrappers so planning and model-facing prompts never treat a PLAN: tool-call scaffold as the user request.

Supported Method Parameters

text = PWN::AI::Agent::TaskSummarizer.canonical_request( request: 'required - raw user or wrapper string' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 1019

public_class_method def self.canonical_request(opts = {})
  text = opts[:request].to_s
  return '' if text.strip.empty?

  body = text.sub(/\A\s*REQUEST:\s*/i, '')
  if (m = body.match(/\AGOAL:\s*(.+?)(?=(?:\n\s*|\s+)(?:PLAN|ANSWER|FLAW|PATCH)\s*:|\z)/mi))
    extracted = squeeze_request_ws(text: m[1])
    return extracted unless extracted.empty?
  end
  if (idx = body =~ /\n\s*PLAN\s*:\s*(?:\n|\z)/i)
    head = squeeze_request_ws(text: body[0...idx])
    return head unless head.empty?
  end
  if (m = body.match(/\A(.+?)\s+PLAN\s*:\s*\d+[.):]/i))
    head = squeeze_request_ws(text: m[1])
    return head unless head.empty?
  end

  squeeze_request_ws(text: body)
rescue StandardError
  opts[:request].to_s.gsub(/\s+/, ' ').strip
end

.chat_for_plan(opts = {}) ⇒ Object

Prefer Reflect when module_reflection is on (teacher engine / gated). Reflect.on uses direct engine .chat (never Loop.run) + depth guard, so this cannot re-enter via emit_plan! / after_read.

Supported Method Parameters

text = PWN::AI::Agent::TaskSummarizer.chat_for_plan( request: 'required - user goal to decompose' ) Kept public so specs can stub the LLM boundary.



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 493

public_class_method def self.chat_for_plan(opts = {})
  goal = opts[:request].to_s
  system = PLAN_SYSTEM
  user = "USER REQUEST:\n#{goal}\n\nReturn ONLY a JSON array of tangible task strings."
  if reflect_available?
    resp = Reflect.on(
      request: user,
      system_role_content: system,
      suppress_pii_warning: true,
      spinner: false,
      timeout: sidecar_timeout,
      quiet: true
    )
    text = reflect_text(resp: resp)
    return text unless text.to_s.strip.empty?
  end

  # Fallback: active engine text chat (no tools). Used when reflection
  # is off, re-entrancy returned nil, or Reflect yielded empty.
  engine_chat(request: user, system_role_content: system)
rescue StandardError => e
  warn "[pwn-ai/task_summarizer] chat_for_plan swallowed: #{e.class}: #{e.message}"
  ''
end

.emit!(opts = {}) ⇒ Object

Optional progress / done line (verbose or flush). Still plain English; never includes raw tool results. Shown in full (no 60-char goal cut).

Supported Method Parameters

line = PWN::AI::Agent::TaskSummarizer.emit!( state: 'required - fresh() hash', final: 'optional - Boolean closing brief (default: false)' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 1669

public_class_method def self.emit!(opts = {})
  state = opts[:state]
  final = opts[:final]
  return nil if state.nil? || state[:events].empty?

  counts = state[:counts].sort_by { |_, c| -c }.map { |n, c| "#{n}×#{c}" }
  recent = state[:events].last([every_n, 1].max)
  caps = capabilities_for(names: recent.map { |e| e[:name] })
  focus =
    if caps.empty?
      'work'
    elsif caps.length == 1
      caps.first
    else
      "#{caps[0..-2].join(', ')}, and #{caps.last}"
    end
  fails = state[:events].count { |e| !e[:ok] }
  fail_bit = fails.positive? ? " (#{fails} hit issues)" : ''
  phase = final ? 'Finished' : 'Progress'
  goal = state[:request].to_s.gsub(/\s+/, ' ').strip
  goal_bit =
    if goal.empty?
      ''
    else
      # Full goal — no 60-char ellipsis.
      " toward: #{goal}"
    end
  plan_bit = ''
  if Array(state[:plan]).any?
    info = active_task(state: state)
    plan_bit =
      if info
        " | #{info[:label]}"
      else
        " | plan: #{state[:plan].length} tangible tasks"
      end
  end
  state[:since_emit] = 0
  state[:last_emit_at] = Time.now
  "#{phase}: #{focus}#{state[:total]} tool calls so far (#{counts.first(6).join(', ')})#{fail_bit}#{goal_bit}#{plan_bit}"
end

.emit_plan!(opts = {}) ⇒ Object



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 412

public_class_method def self.emit_plan!(opts = {})
  state = opts[:state]
  return nil unless state.is_a?(Hash)
  return state[:plan_text] if state[:plan_emitted] && !state[:plan_text].nil?

  request = state[:original_request].to_s
  request = state[:request].to_s if request.empty?
  request = opts[:request].to_s if request.empty?
  request = canonical_request(request: request)
  request = opts[:request].to_s.gsub(/\s+/, ' ').strip if request.empty?
  tasks = state[:plan]
  tasks = plan(request: request, state: state) if tasks.nil? || Array(tasks).empty?
  text = format_plan(tasks: tasks, request: request)
  state[:plan] = Array(tasks)
  state[:plan_text] = text
  state[:plan_emitted] = true
  state[:plan_idx] = 0
  # Still remember brief so about_to de-dup works; empty text is ok.
  remember_brief!(state: state, line: text) unless text.to_s.empty?
  # Return nil only when completely empty (no kind banner either).
  text.to_s.empty? ? nil : text
rescue StandardError
  nil
end

.enabled?Boolean

Returns:

  • (Boolean)


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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 59

public_class_method def self.enabled?
  v = PWN::Env.dig(:ai, :agent, :task_summary)
  v.nil? || !!v
rescue StandardError
  true
end

.every_nObject



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 82

public_class_method def self.every_n
  n = PWN::Env.dig(:ai, :agent, :task_summary_every)
  n = DEFAULT_EVERY if n.nil?
  [n.to_i, 1].max
rescue StandardError
  DEFAULT_EVERY
end

.fallback_decompose(opts = {}) ⇒ Object

Thin offline fallback when the LLM is disabled or unavailable. Intentionally generic — NO static per-domain task scripts.

Supported Method Parameters

tasks = PWN::AI::Agent::TaskSummarizer.fallback_decompose( goal: 'required - user goal string' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 642

public_class_method def self.fallback_decompose(opts = {})
  goal_text = canonical_request(request: opts[:goal])
  goal_text = opts[:goal].to_s if goal_text.empty?
  goal_lc = goal_text.downcase
  tasks = []

  # If the operator already spelled improvement bullets, surface them.
  bullets = goal_text.scan(/(?:^|\s)(?:\d+\.|[-*])\s*([^.;]+)/).flatten.map(&:strip)
  bullets = reject_scaffold_tasks(tasks: bullets)
  if bullets.length >= MIN_PLAN_TASKS
    bullets.first(8).each { |b| tasks << b.sub(/\Athe\s+/i, '').sub(/\.\s*\z/, '') }
    return tasks
  end

  if howto_goal?(goal: goal_text)
    return [
      'Explain the requested tool usage with concrete examples',
      'Present the answer clearly'
    ]
  end

  tasks << "Understand the request: #{truncate_goal(goal: goal_text)}"
  tasks << "Carry out the core work for: #{truncate_goal(goal: goal_text)}"

  if goal_lc.match?(/\b(json|ya?ml|table|csv|tsv)\b/)
    fmt = goal_lc[/\b(json|ya?ml|table|csv|tsv)\b/]
    tasks << "Present the results in #{fmt} format"
  elsif goal_lc.match?(/\b(display|show|print|output|format|present|report|export)\b/)
    tasks << 'Present the final results in the requested format'
  end

  # Only when the user actually asked about tests/lint — not bare "verify".
  tasks << 'Run specs, rubocop, and/or rake to verify' if goal_lc.match?(/\b(test|spec|rubocop|rake|lint)\b/) &&
                                                          goal_lc.match?(%r{\b(/opt/pwn|code|patch|refactor|commit)\b})

  tasks
rescue StandardError
  ["Carry out: #{truncate_goal(goal: opts[:goal])}"]
end

.flush!(opts = {}) ⇒ Object

Supported Method Parameters

line = PWN::AI::Agent::TaskSummarizer.flush!( state: 'required - fresh() hash' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 1715

public_class_method def self.flush!(opts = {})
  emit!(state: opts[:state], final: true)
end

.format_plan(opts = {}) ⇒ Object

Format the full plan as the task-summary body (shown in entirety). Uses "task k/n: ..." so emit_plan! and about_to share one vocabulary.

Supported Method Parameters

text = PWN::AI::Agent::TaskSummarizer.format_plan( tasks: 'required - Array of task strings', request: 'optional - goal string' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 393

public_class_method def self.format_plan(opts = {})
  list = Array(opts[:tasks]).map(&:to_s).reject(&:empty?)
  goal = opts[:request].to_s.gsub(/\s+/, ' ').strip
  return '' if list.empty?

  n = list.length
  lines = []
  lines << "Goal: #{goal}" unless goal.empty?
  lines << "Tangible tasks (#{n}) — each task may leverage one or more tools to complete its objective(s):"
  list.each_with_index do |t, i|
    lines << "  task #{i + 1}/#{n}: #{t}"
  end
  lines.join("\n")
rescue StandardError
  list = Array(opts[:tasks])
  n = list.length
  list.map.with_index(1) { |t, i| "task #{i}/#{n}: #{t}" }.join("\n")
end

.fresh(opts = {}) ⇒ Object

Per-run state (also safe for nested/swarm if callers keep their own hash)

Supported Method Parameters

state = PWN::AI::Agent::TaskSummarizer.fresh( request: 'optional - original user goal string' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 103

public_class_method def self.fresh(opts = {})
  req = canonical_request(request: opts[:request])
  req = opts[:request].to_s if req.empty?
  {
    request: req,
    original_request: req,
    events: [],
    since_emit: 0,
    last_emit_at: Time.now,
    total: 0,
    counts: Hash.new(0),
    last_brief: nil,
    last_brief_fp: nil,
    pending_tools: [],
    emitted_for_batch: false,
    plan: [],
    plan_emitted: false,
    plan_text: nil,
    plan_idx: 0,
    batch_seq: 0,
    plan_source: nil,
    # RL-adjacent executive state (index only — credit lives in Reward)
    prm_pos_streak: 0,
    last_prm_signal: nil,
    unified_from: nil,
    # English-task-as-primary steering / advancement UX
    focus_injected_idx: nil,
    last_advanced_from: nil,
    last_advance_brief: nil,
    tools_on_task: 0,
    evidence_blob: ''
  }
end

.helpObject

Display Usage for this Module



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 1727

public_class_method def self.help
  puts <<~USAGE
    USAGE:
      state = PWN::AI::Agent::TaskSummarizer.fresh(request: 'ship task briefs to execs')
      plan = PWN::AI::Agent::TaskSummarizer.plan(request: state[:request], state: state)
      text = PWN::AI::Agent::TaskSummarizer.emit_plan!(state: state)
      # → "Goal: ...\nTangible tasks (N) — each may use many tools:\n  task 1/N: ...\n  task 2/N: ..."
      # UI: on_tool.call('task', text, '')  # full text, no truncation
      # One task brief for a whole tool collection (one-to-many):
      pre = PWN::AI::Agent::TaskSummarizer.about_to(
        tools: [{ name: 'shell' }, { name: 'pwn_eval' }],
        state: state
      )
      # → "task k/N: <english> — via shell, pwn_eval (search+eval-ruby)"
      ctx = PWN::AI::Agent::TaskSummarizer.plan_context(state: state)
      focus = PWN::AI::Agent::TaskSummarizer.active_task_prompt(state: state)
      # then real tools print on their own lines; record! stays silent by default
      PWN::AI::Agent::TaskSummarizer.record!(
        state: state,
        name: 'shell',
        args: 'ls',
        result: '{success:true}'
      )
      line = PWN::AI::Agent::TaskSummarizer.flush!(state: state)  # optional closing brief
      PWN::AI::Agent::TaskSummarizer.enabled?
      PWN::AI::Agent::TaskSummarizer.verbose?
      PWN::AI::Agent::TaskSummarizer.llm_plan_enabled?
      PWN::AI::Agent::TaskSummarizer.unify_plan!(state: state, outline: plan_text)
      PWN::AI::Agent::TaskSummarizer.tool_jargon_task?(item: '`shell`')
      PWN::AI::Agent::TaskSummarizer.relevance_query(state: state, request: state[:request])
      PWN::AI::Agent::TaskSummarizer.apply_prm_advancement!(state: state, rewards: [1, 1], intents: ['search'])
      PWN::AI::Agent::TaskSummarizer.parse_outline_tasks(outline: plan_text)
      PWN::AI::Agent::TaskSummarizer.every_n
      PWN::AI::Agent::TaskSummarizer.interval_s

      #{self}.authors
  USAGE
end

.heuristic_decompose(opts = {}) ⇒ Object

Back-compat alias used by older call sites / specs.

Supported Method Parameters

tasks = PWN::AI::Agent::TaskSummarizer.heuristic_decompose( goal: 'required - user goal string' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 688

public_class_method def self.heuristic_decompose(opts = {})
  fallback_decompose(goal: opts[:goal])
end

.interval_sObject



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 90

public_class_method def self.interval_s
  t = PWN::Env.dig(:ai, :agent, :task_summary_interval_s)
  t = DEFAULT_INTERVAL_S if t.nil?
  [t.to_f, 1.0].max
rescue StandardError
  DEFAULT_INTERVAL_S
end

.llm_plan_enabled?Boolean

LLM plan generation is on by default. Set PWN::Env[:agent][:task_summary_llm] = false to force the offline generic fallback (tests / air-gapped).

Returns:

  • (Boolean)


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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 75

public_class_method def self.llm_plan_enabled?
  v = PWN::Env.dig(:ai, :agent, :task_summary_llm)
  v.nil? || !!v
rescue StandardError
  true
end

.needs_task_breakdown?(opts = {}) ⇒ Boolean

Every request gets a task compass. There is no request type.

Returns:

  • (Boolean)


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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 270

public_class_method def self.needs_task_breakdown?(opts = {})
  return true if opts.is_a?(Hash)

  true
end

.parse_llm_tasks(opts = {}) ⇒ Object

Parse JSON array, fenced JSON, or numbered/bulleted plain text.

Supported Method Parameters

tasks = PWN::AI::Agent::TaskSummarizer.parse_llm_tasks( raw: 'required - raw LLM response text' ) Public so unit tests can exercise the parser without network I/O.



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 589

public_class_method def self.parse_llm_tasks(opts = {})
  text = opts[:raw].to_s.strip
  return [] if text.empty?

  # Strip thinking blocks some local models emit.
  text = text.gsub(%r{<think>.*?</think>}mi, '').strip
  text = text.sub(/\A```(?:json)?\s*/i, '').sub(/\s*```\z/, '').strip

  json_blob = text[/\[.*\]/m]
  if json_blob
    begin
      parsed = JSON.parse(json_blob)
      if parsed.is_a?(Array)
        tasks = parsed.map do |item|
          case item
          when String then item
          when Hash then (item['task'] || item[:task] || item['text'] || item[:text] || item.values.first).to_s
          else item.to_s
          end
        end
        cleaned = tasks.map { |t| t.to_s.gsub(/\s+/, ' ').strip }.reject(&:empty?)
        return cleaned if cleaned.length >= MIN_PLAN_TASKS
      end
    rescue JSON::ParserError
      # fall through to line parse
    end
  end

  lines = text.split(/\n+/).map(&:strip).reject(&:empty?)
  tasks = lines.filter_map do |ln|
    next if ln.match?(/\A[\[\]{},]\z/)
    next if ln.match?(/\A(?:here|tasks?|plan|json)\b/i) && ln.length < 40

    ln = ln.sub(/\A(?:\d+[.):]|[-*•])\s+/, '')
    ln = ln.sub(/\A["']/, '').sub(/["']\s*,?\s*\z/, '')
    ln = ln.sub(/,\s*\z/, '').strip
    next if ln.empty? || ln.length < 3
    next if ln.start_with?('[', '{')

    ln
  end
  tasks.uniq
rescue StandardError
  []
end

.parse_outline_tasks(opts = {}) ⇒ Object

Parse a plan_first / red_team surviving outline into tangible tasks. Numbered lines ("1. foo", "2) bar") preferred; bullet lines fallback.

Supported Method Parameters

tasks = PWN::AI::Agent::TaskSummarizer.parse_outline_tasks( outline: 'required - free-text plan outline' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 1165

public_class_method def self.parse_outline_tasks(opts = {})
  text = opts[:outline].to_s
  return [] if text.strip.empty?

  tasks = []
  text.split(/\n+/).each do |ln|
    ln = ln.strip
    next if ln.empty?
    next if ln.match?(/\Ap\s*\(\s*success\s*\)\s*=/i)
    next if ln.match?(/\Aconfidence\s*=/i)
    next if ln.match?(/\APLAN:\s*\z/i)

    next unless (m = ln.match(/\A(?:\d+[.):]|[-*•])\s+(.+)\z/))

    item = m[1].to_s.strip
    # Strip trailing tool-arg noise common in plan_first
    item = item.sub(/\s+[—-]\s+.*\z/, '').strip
    tasks << item unless item.empty?
  end
  if tasks.length < MIN_PLAN_TASKS
    inline = text.scan(/(?:^|\s)\d+[.):]\s+([^\d]+?)(?=(?:\s+\d+[.):]\s+)|$)/)
    tasks = inline.flatten.map { |t| t.to_s.gsub(/\s+/, ' ').strip }.reject(&:empty?) if inline.length >= MIN_PLAN_TASKS
  end
  tasks = tasks.map { |t| t.to_s.gsub(/\s+/, ' ').strip }.reject(&:empty?).uniq
  tasks.first(MAX_PLAN_TASKS)
rescue StandardError
  []
end

.plan(opts = {}) ⇒ Object


Request → ordered tangible tasks (each may map to many tools). Called once when the user submits a request.

Priority:

1. Explicit numbered / bulleted steps already in the request
2. Active LLM decomposition (works for ANY request)
3. Thin generic offline fallback (never domain hardcoding)

Supported Method Parameters:: tasks = PWN::AI::Agent::TaskSummarizer.plan( request: 'required - user goal string', state: 'optional - fresh() hash to mutate', tasks: 'optional - injected plan array (tests)', llm_tasks: 'optional - injected LLM task array (tests)' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 293

public_class_method def self.plan(opts = {})
  raw = opts[:request].to_s
  raw = (opts[:state][:original_request] || opts[:state][:request]).to_s if raw.strip.empty? && opts[:state].is_a?(Hash)
  goal = canonical_request(request: raw)
  goal = raw.gsub(/\s+/, ' ').strip if goal.empty?
  return [] if goal.empty?

  if defined?(PWN::AI::Agent::Loop) &&
     PWN::AI::Agent::Loop.respond_to?(:world_knowledge?) &&
     !opts.key?(:tasks) && !opts.key?(:llm_tasks) &&
     PWN::AI::Agent::Loop.world_knowledge?(request: goal)
    if opts[:state].is_a?(Hash)
      opts[:state][:plan] = []
      opts[:state][:plan_source] = :no_host_work
    end
    return []
  end

  source = nil
  tasks = []

  # Prefer explicit enumerated steps already in the request (1. / 2. / - ).
  enumerated = extract_enumerated_steps(goal: goal)
  if enumerated.length >= MIN_PLAN_TASKS
    tasks = enumerated
    source = :enumerated
  elsif opts.key?(:tasks)
    # Caller-injected plan (tests / precomputed).
    tasks = Array(opts[:tasks]).map { |t| t.to_s.strip }.reject(&:empty?)
    source = :injected
  else
    tasks = llm_decompose(goal: goal, llm_tasks: opts[:llm_tasks], has_llm_tasks: opts.key?(:llm_tasks))
    source = tasks.any? ? :llm : nil
    if tasks.length < MIN_PLAN_TASKS
      tasks = fallback_decompose(goal: goal)
      source = :fallback
    end
  end

  tasks = normalize_task_list(tasks: tasks, goal: goal)
  if opts[:state].is_a?(Hash)
    opts[:state][:plan] = tasks
    opts[:state][:original_request] = goal if opts[:state][:original_request].to_s.empty?
    opts[:state][:request] = goal if opts[:state][:request].to_s.empty?
    opts[:state][:plan_source] = source
  end
  tasks
rescue StandardError
  goal = opts[:request].to_s.gsub(/\s+/, ' ').strip
  if goal.empty?
    opts[:state][:plan] = [] if opts[:state].is_a?(Hash)
    []
  else
    normalize_task_list(tasks: ["Carry out: #{goal}"], goal: goal)
  end
end

.plan_context(opts = {}) ⇒ Object

Short block for engine messages: full plan + focus on active English task. Primary steering surface so tools follow generated tasks, not only TUI.

Supported Method Parameters

text = PWN::AI::Agent::TaskSummarizer.plan_context( state: 'required - fresh() hash' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 917

public_class_method def self.plan_context(opts = {})
  state = opts[:state]
  return nil unless state.is_a?(Hash)

  plan = Array(state[:plan]).map { |t| t.to_s.strip }.reject(&:empty?)
  return nil if plan.empty?

  info = active_task(state: state)
  n = plan.length
  lines = []
  lines << '[pwn-ai/tasks] English tangible tasks are an advisory compass — the original request is the completion signal.'
  lines << 'Prefer CORE_TOOLS (shell, pwn_eval, memory, mistakes, learning) until that request is done or blocked.'
  lines << 'The task list is a breakdown, not a gate. Do not skip useful work; do not grind a covered item.'
  req_line = immutable_request_line(opts)
  lines << req_line if req_line
  lines << 'Original goal stays in context; the English tasks below are the work breakdown.'
  lines << "Active: #{info[:label]}" if info
  lines << "Tangible tasks (#{n}):"
  plan.each_with_index do |t, i|
    marker = info && i == info[:idx] ? '' : ' '
    lines << "  #{marker} task #{i + 1}/#{n}: #{t}"
  end
  lines.join("\n")
rescue StandardError
  nil
end

.plan_open?(opts = {}) ⇒ Boolean

True while a multi-step English plan still has uncovered work. Loop uses this to refuse a text-only final.

Supported Method Parameters

open = PWN::AI::Agent::TaskSummarizer.plan_open?( state: 'required - fresh() hash', messages: 'optional - Loop message array' )

Returns:

  • (Boolean)


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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 904

public_class_method def self.plan_open?(opts = {})
  unfinished_tasks(opts).any?
rescue StandardError
  false
end

.record!(opts = {}) ⇒ Object

Record a completed tool. Does NOT emit task lines with results. Returns a deferred progress brief only when every_n / interval fires AND verbose? is on; otherwise nil (silent coalesce).

Supported Method Parameters

line = PWN::AI::Agent::TaskSummarizer.record!( state: 'required - fresh() hash', name: 'required - tool name', args: 'optional - tool args', result: 'optional - tool result string' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 1595

public_class_method def self.record!(opts = {})
  state = opts[:state]
  name = opts[:name]
  args = opts[:args]
  result = opts[:result]
  return nil unless state

  preview = verbose? ? arg_snippet(args: args).to_s[0, 60] : ''
  rs = result.to_s
  ok = !rs.match?(/\A\s*\{?\s*"?(success|ok)"?\s*=>\s*false/i) &&
       !rs.match?(/ERROR:|Traceback|NoMethodError|StandardError/i)
  state[:events] << { name: name.to_s, preview: preview, ok: ok, t: Time.now }
  state[:events].shift while state[:events].size > MAX_BUFFER
  state[:counts][name.to_s] += 1
  state[:total] += 1
  state[:since_emit] += 1
  state[:tools_on_task] = state[:tools_on_task].to_i + 1
  state[:emitted_for_batch] = false
  chunk = "#{name} #{preview} #{rs.to_s[0, 800]}"
  state[:evidence_blob] = "#{state[:evidence_blob]} #{chunk}"
  state[:evidence_blob] = state[:evidence_blob][-16_000..] if state[:evidence_blob].to_s.length > 20_000
  intent = intent_phrase(tools: [{ name: name.to_s, args: args }])
  # Live R2-local signal from tool outcome (executive idx only).
  # Full ORM/PRM credit stays in Reward during auto_introspect.
  local_r =
    if ok then 1
    elsif rs.match?(/exit["\s:=]+1\b/i) && name.to_s == 'shell' then 0
    else -1
    end
  mistake_hit = rs.match?(%r{REPEATED FAILURE|KNOWN FIX|\[pwn-ai/mistakes\]}i)
  prev_idx = state[:plan_idx].to_i
  apply_prm_advancement!(
    state: state,
    rewards: [local_r],
    intents: [intent],
    names: [name.to_s],
    result: rs,
    mistake: mistake_hit
  )
  # Heuristic phase-shift remains as a backstop when PRM streak has not fired.
  if state[:last_prm_signal].to_s.start_with?('advance')
    # already moved this record
  else
    maybe_advance_plan!(
      state: state,
      names: [name.to_s],
      intent: intent
    )
  end

  # Clearer advancement UX: when plan_idx moves, emit English task k/n brief
  # so operators see the same vocabulary as emit_plan! / about_to.
  if state[:plan_idx].to_i > prev_idx
    brief = advancement_brief(state: state, from_idx: prev_idx)
    state[:last_advance_brief] = brief
    return brief if brief
  end

  # Default: no mid-flight task spam. Progress lines only when verbose.
  return nil unless verbose?

  due = state[:since_emit] >= every_n ||
        (Time.now - state[:last_emit_at]) >= interval_s
  due ? emit!(state: state) : nil
end

.relevance_query(opts = {}) ⇒ Object

Build a Registry/tool-router relevance string from English tasks. Prefer active task + full plan over the bare original request so generated tangible tasks drive which tools are exposed/ranked.

Supported Method Parameters

q = PWN::AI::Agent::TaskSummarizer.relevance_query( state: 'optional - fresh() hash', request: 'optional - original user goal fallback' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 953

public_class_method def self.relevance_query(opts = {})
  state = opts[:state]
  request = opts[:request].to_s
  request = state[:request].to_s if request.empty? && state.is_a?(Hash)
  parts = []
  if state.is_a?(Hash)
    info = active_task(state: state)
    parts << info[:item] if info && !info[:item].to_s.empty?
    Array(state[:plan]).each { |t| parts << t.to_s }
  end
  parts << request unless request.empty?
  parts.map { |p| p.to_s.gsub(/\s+/, ' ').strip }.reject(&:empty?).uniq.join(' ')
rescue StandardError
  opts[:request].to_s
end

.tool_jargon_task?(opts = {}) ⇒ Boolean

True when a candidate plan item is tool jargon (e.g. "shell", "shell / pwn_eval", "pwn_eval ×1") rather than a plain-English task. plan_first asks for "exact tool calls"; those must NOT replace the operator-facing English tangible task list.

Supported Method Parameters

yes = PWN::AI::Agent::TaskSummarizer.tool_jargon_task?( item: 'required - candidate task string' )

Returns:

  • (Boolean)


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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 1127

public_class_method def self.tool_jargon_task?(opts = {})
  s = opts[:item].to_s.gsub(/\s+/, ' ').strip
  return false if s.empty?

  # Bare / backticked tool token(s), optional ×N counts, slashes.
  # e.g. "`shell`", "shell", "shell / pwn_eval", "pwn_eval ×1"
  if s.match?(%r{\A(?:`?[a-z][a-z0-9_]*`?(?:\s*[×xX]\s*\d+)?(?:\s*(?:/|,|→|->)\s*`?[a-z][a-z0-9_]*`?(?:\s*[×xX]\s*\d+)?)*)\z})
    token = s.downcase.gsub(%r{[`×x\d\s,→/>-]}, ' ').split.first.to_s
    return true if TOOL_NAME_ROOTS.include?(token) ||
                   TOOL_NAME_ROOTS.any? { |r| token.start_with?("#{r}_") }
  end

  # Leading tool name then args: "shell - rg foo", "pwn_eval: code"
  first = s.split(/[\s:—-]+/).first.to_s.downcase.gsub('`', '')
  return true if TOOL_NAME_ROOTS.include?(first) ||
                 TOOL_NAME_ROOTS.any? { |r| first.start_with?("#{r}_") }

  tokens = s.scan(/[A-Za-z][A-Za-z0-9_]{2,}/)
  return false if tokens.length > 8 # prose sentences stay English

  toolish = tokens.count do |t|
    tl = t.downcase
    TOOL_NAME_ROOTS.include?(tl) ||
      TOOL_NAME_ROOTS.any? { |r| tl.start_with?("#{r}_") }
  end
  # Majority tool tokens on a short line ⇒ jargon
  toolish.positive? && toolish >= (tokens.length + 1) / 2 && tokens.length <= 6
rescue StandardError
  false
end

.unfinished_tasks(opts = {}) ⇒ Object

Remaining English work units that lack tool-result evidence. Discover/map items need some tool evidence; implement/fix needs a mutation signal; verify needs a spec/lint pass. Tool-count success JSON is not enough — that was the premature-final / skipped-task bug.

Supported Method Parameters

left = PWN::AI::Agent::TaskSummarizer.unfinished_tasks( state: 'required - fresh() hash', messages: 'optional - Loop message array for extra coverage' ) => [{ idx:, item:, label: }, ...]



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 878

public_class_method def self.unfinished_tasks(opts = {})
  state = opts[:state]
  return [] unless state.is_a?(Hash)

  plan = Array(state[:plan]).map { |t| t.to_s.strip }
  return [] if plan.length < 2

  blob = coverage_blob(state: state, messages: opts[:messages])
  n = plan.length
  plan.each_with_index.filter_map do |item, i|
    next if item.empty? || item_covered?(item: item, blob: blob)

    { idx: i, item: item, label: "task #{i + 1}/#{n}: #{item}" }
  end
rescue StandardError
  []
end

.unify_plan!(opts = {}) ⇒ Object

After S4 red_team / plan_first: optionally rewrite ts_state from the surviving outline so the task line and adversarial plan are one object. Does not re-emit the plan line (TUI already showed the submit-time breakdown); later about_to batches use the unified idx. REFUSES tool-jargon outlines from plan_first ("exact tool calls") so English tangible tasks stay the sole operator + model vocabulary.

Supported Method Parameters

plan = PWN::AI::Agent::TaskSummarizer.unify_plan!( state: 'required - fresh() hash', outline: 'required - plan_first text and/or red_team hint', source: 'optional - :plan_first|:red_team|:merged (default :merged)' )



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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 1207

public_class_method def self.unify_plan!(opts = {})
  state = opts[:state]
  return nil unless state.is_a?(Hash)

  outline = opts[:outline].to_s
  return Array(state[:plan]) if outline.strip.empty?

  tasks = parse_outline_tasks(outline: outline)
  return Array(state[:plan]) if tasks.length < MIN_PLAN_TASKS

  # plan_first prompts for "exact tool calls (name + key args)". Those
  # outlines must NOT clobber the English tangible plan from plan() /
  # emit_plan!. Operator TUI (plan_text) and model steering
  # (plan_context / about_to / active_task) must share one English list.
  jargon_n = tasks.count { |t| tool_jargon_task?(item: t) }
  if jargon_n >= (tasks.length + 1) / 2
    state[:unified_from] = outline.to_s[0, 500]
    state[:plan_source] = :kept_english if Array(state[:plan]).any?
    return Array(state[:plan])
  end

  # Drop any residual tool-jargon lines mixed into an English outline.
  tasks = tasks.reject { |t| tool_jargon_task?(item: t) }
  return Array(state[:plan]) if tasks.length < MIN_PLAN_TASKS

  # Keep a verify/close step when outline omitted one.
  tasks = normalize_task_list(tasks: tasks, goal: state[:request].to_s)
  prev_idx = state[:plan_idx].to_i
  state[:plan] = tasks
  state[:plan_source] = (opts[:source] || :merged).to_sym
  state[:unified_from] = outline.to_s[0, 500]
  # Preserve relative progress when possible; clamp into new length.
  state[:plan_idx] = prev_idx.clamp(0, [tasks.length - 1, 0].max)
  # Keep both UI surfaces in sync: refresh plan_text so the TUI
  # "Tangible tasks" block matches plan_context / about_to vocabulary.
  state[:plan_text] = format_plan(tasks: tasks, request: state[:request].to_s) if state[:plan_emitted] || state[:plan_text]
  tasks
rescue StandardError
  Array(opts[:state].is_a?(Hash) ? opts[:state][:plan] : nil)
end

.verbose?Boolean

Returns:

  • (Boolean)


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# File 'lib/pwn/ai/agent/task_summarizer.rb', line 66

public_class_method def self.verbose?
  !!PWN::Env.dig(:ai, :agent, :task_summary_verbose)
rescue StandardError
  false
end