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Task Intelligence

It is Monday morning. Zia Khan arrives at his desk with six things in his head — none of them written down, all of them competing for attention. Project Nighthawk's facility agreement has stalled for over ten days and the Q3 plan is now at risk. Omar needs an analytics brief for the investor deck. Ayesha sent her first analysis output over the weekend and a delayed review would send exactly the wrong signal to a new starter in her onboarding window. The BSI ISO 27001 renewal has gone quiet for two weeks. Three agenda items need to go into the Executive Weekly before nine o'clock. And somewhere in there, Chapter 28 needs to be finished by Thursday.

This is not a task management problem — it is a task intelligence problem. Writing these six items into a list does not answer the question that actually matters: which of these should I do first, and which should I not do at all? A task list records what exists. Task intelligence determines what matters, what is at risk, what can be delegated, and what forms the critical path through the week.

This lesson introduces the brain dump pattern, the P1/P2/P3 priority classification system, the task-vs-project distinction, and critical path identification — all powered by the /agentic-office:task-intelligence command.

Task Lists vs Task Systems vs Task Intelligence

Most professionals manage tasks at one of three levels, and the difference between them determines how much time they spend on task management overhead versus actual execution.

LevelWhat It DoesWhat It Misses
Task listRecords itemsContext, priority, dependencies, delegation, risk
Task systemAdds structure — owners, deadlines, statusCross-task prioritisation, critical path, patterns
Task intelligencePrioritises against each other, surfaces risk, identifies delegation candidates, finds the critical pathNothing — this is the goal

The official productivity plugin operates at the task system level. It provides TASKS.md-based task tracking — you can add tasks, complete them, and query your list. This is useful and necessary. But it does not answer: "Given everything on my plate, what should I do first?"

The custom agentic-office plugin's task-intelligence skill operates at the task intelligence level. It takes unstructured input (a brain dump, meeting notes, a stream of consciousness), structures it, enriches it with context from your work.local.md memory, applies the P1/P2/P3 priority classification, identifies delegation candidates, and surfaces anything that is blocked or at risk.

Two Plugins, Different Jobs

The official plugin's task-management skill and the custom plugin's task-intelligence skill are complementary, not competing. Use the official plugin to store tasks (/productivity:start creates your TASKS.md). Use the custom plugin to think about tasks (/agentic-office:task-intelligence classifies and plans). The storage layer and the intelligence layer serve different functions — you need both.

The Brain Dump Pattern

The brain dump pattern separates capture from classification. This separation matters because the two activities use different cognitive modes — capture requires openness (write everything, filter nothing), while classification requires judgment (evaluate, compare, decide). Trying to do both simultaneously causes tasks to be forgotten or misclassified.

The pattern works in three steps:

Step 1 — Dump everything. Write every task, commitment, follow-up, and half-formed thought. Do not evaluate while capturing. Do not ask "is this important?" — just get it out of your head and onto the screen.

Step 2 — The skill structures and enriches. /agentic-office:task-intelligence takes your raw dump and does four things:

  1. Extracts every distinct task (even vague or incomplete ones)
  2. Enriches each with project context from work.local.md (connecting tasks to known projects, people, and deadlines)
  3. Identifies dependencies between tasks (which tasks block others?)
  4. Flags items that should be delegated or dropped

Step 3 — You review and challenge. The skill's classification is a starting point, not a verdict. You apply your judgment — the skill does not know that Omar had a difficult week, or that the BSI renewal is politically sensitive, or that Ayesha's morale matters more than the task's deadline suggests.

P1/P2/P3 Priority Classification

Every captured task is classified into one of three priority levels. The classification is not arbitrary — it follows five criteria applied in order:

The Five Sorting Criteria

OrderCriterionQuestion to Ask
1Hard deadline?Is there a date-certain that cannot move?
2Blocking someone else?Is another person or team waiting on this before they can proceed?
3P1 project?Does this task belong to a project classified as P1?
4Consequence of slipping?What actually happens if this slips by one week?
5Urgency vs importance?Is the urgency feeling real (criteria 1-4) or habitual?

Apply these in order. A task with a hard deadline that is also blocking someone is P1 without question. A task that feels urgent but has no hard deadline, is not blocking anyone, and belongs to a P3 project is — by the criteria — P3, regardless of how urgent it feels.

The Three Levels

P1 — Urgent / High Impact: Hard deadline today or this week, blocking others, or attached to a P1 project where slippage has real consequences. Maximum five items — if you have more than five P1 items, you are not prioritising, you are panicking. Force a reclassification.

P2 — Important / This Week: Matters this week but will not cause immediate damage if it slips a day. Includes tasks on P1 projects that are not yet time-critical, tasks where delayed action sends the wrong signal (e.g. reviewing a new starter's first output), and preparation work with upcoming deadlines.

P3 — Standard / Backlog: Important but not time-critical this week. Follow-ups, administrative tasks, items that can be batched or delegated. The key question for P3 items: "If I do not touch this for a week, what actually happens?" If the answer is "nothing material" — it is P3.

The Five-Item P1 Rule

If your brain dump produces more than five P1 items, the skill will push back and ask you to reclassify. This is intentional. More than five P1 items means everything is urgent, which means nothing is prioritised. The discipline is choosing — not listing.

The Worked Example: Zia's Monday Brain Dump

Here is Zia's Monday morning brain dump, exactly as captured:

/agentic-office:task-intelligence
> Capture from my notes this morning:
- Need to finish Chapter 28 draft by Thursday
- Omar needs the analytics brief for the investor deck — he asked yesterday
- Follow up with BSI about ISO 27001 renewal — been waiting 2 weeks
- Review Ayesha's first analysis output — she sent it this morning
- Prep for the Monday Executive Weekly — three agenda items to add
- Check Project Nighthawk facility status — it's been 10 days since
last update and this is blocking the Q3 plan

Six items. Unstructured. No priorities, no deadlines, no project references. This is how tasks actually arrive in a professional's head — messy, incomplete, and competing for attention.

Sample task-intelligence output:

TASK CAPTURE — Monday 17 March 2026
════════════════════════════════════════════════════════════
6 tasks captured | 1 overdue risk | 2 delegation candidates

── PRIORITY SORT ───────────────────────────────────────────

P1 — URGENT / HIGH IMPACT:
☐ [TASK-001] Project Nighthawk: facility status check
Context: No update for 10 days; blocking Q3 plan
Due: Today — this is overdue already
Action: Contact facilities liaison directly; escalate if no response
Project: Project Nighthawk
Note: Q3 timeline depends on this; every day of delay
compresses the downstream plan

☐ [TASK-002] Analytics brief for investor deck (Omar)
Context: Omar requested yesterday; investor deck presumably
has a deadline
Due: Clarify deadline with Omar today
Action: Send Omar a brief (what exactly is needed; by when; format)
Delegate to: Omar Farooq
Note: Give Omar lead time — he dislikes last-minute asks

P2 — IMPORTANT / THIS WEEK:
☐ [TASK-003] Chapter 28 draft complete
Due: Thursday
Project: AgentFactory
Note: P1 project; treat as high priority despite P2 urgency rating

☐ [TASK-004] Review Ayesha's first analysis output
Context: She sent this morning; she is a new starter in onboarding
Due: Recommended today or tomorrow — timely feedback matters
for new starters; a week's wait sends the wrong signal
Note: Be specific and encouraging; she is still in her 30-day
window

☐ [TASK-005] Executive Weekly prep — 3 agenda items
Due: Before Monday 09:00 PKT
Action: Confirm agenda items; send to attendees by Friday

P3 — STANDARD:
☐ [TASK-006] BSI ISO 27001 renewal follow-up
Context: Waiting 2 weeks — push for response
Due: This week
Delegate to: [Compliance owner — configure in work.local.md]

── DELEGATION CANDIDATES ───────────────────────────────────
TASK-002 → Omar Farooq (with clear brief — what, format, deadline)
TASK-006 → Compliance owner (or operations team)

── BLOCKED / RISK ──────────────────────────────────────────
TASK-001: Project Nighthawk stalled — escalation risk
TASK-002: Investor deck deadline unknown — clarify before delegating
════════════════════════════════════════════════════════════

Reading the Output

Three things stand out immediately:

1. The skill enriched with context Zia did not provide. TASK-001 was entered as "check Project Nighthawk facility status" — six words. The output adds that it is blocking the Q3 plan, that it is already overdue, and that escalation may be needed. This context came from work.local.md, where Project Nighthawk is recorded as a P2 project with a Q3 target. The skill connected the task to the project and inferred the urgency.

2. The classification is debatable — and that is the point. TASK-003 (Chapter 28 draft) is classified as P2 despite belonging to AgentFactory, a P1 project. The skill's reasoning: the deadline is Thursday, not today. A reasonable challenge: because AgentFactory is the organisation's primary initiative and the deadline is three days away, should this be P1? The five criteria help: there is a hard deadline (criterion 1), but it is not today; it is not blocking anyone yet (criterion 2); it is a P1 project task (criterion 3). This is a judgment call — and the skill flags it with "treat as high priority despite P2 urgency rating."

3. Two tasks are delegation candidates. The analytics brief (TASK-002) should be delegated to Omar with a clear brief. The BSI follow-up (TASK-006) should be delegated to whoever owns compliance. The skill identifies delegation candidates but does not delegate for you — that requires the /agentic-office:delegation skill, which you will learn in Lesson 7.

Task vs Project

A common source of confusion: items that look like tasks but are actually projects.

CharacteristicTaskProject
DurationCompletable in one sessionSpans days or weeks
OutputSingle clear deliverableMultiple milestones
Steps1-3 concrete actionsMore than 3 steps across multiple days
TrackingA line in TASKS.mdA project entry in work.local.md
Planning/agentic-office:task-intelligence/agentic-office:progress-tracker (Lesson 10)

"Finish Chapter 28 draft" looks like a task. But if finishing it requires reviewing three sections, incorporating feedback from two reviewers, updating the frontmatter, and running a quality check — that is a project with multiple tasks inside it.

The task-intelligence skill catches this. If a captured item has more than three steps and spans more than one day, the output will flag it:

⚠ TASK-003 may be a project, not a task. It has an estimated
4+ steps spanning 3 days. Consider creating a project entry
in work.local.md and breaking it into single-session tasks.

The distinction matters because projects need milestone planning (covered in Lesson 10), not just priority classification.

Critical Path Identification

A prioritised list tells you what is important. A critical path tells you what sequence to execute in. The difference: you can have five P1 items, but only some of them form a sequence where a slip on one delays everything downstream.

From Zia's output, the critical path for Monday is:

  1. TASK-001 — Project Nighthawk status check → Must happen first because the outcome determines whether Zia needs to escalate (which could consume the rest of the morning)
  2. TASK-002 — Clarify investor deck deadline with Omar → Must happen early because Omar needs lead time, and the delegation brief depends on knowing the deadline
  3. TASK-004 — Review Ayesha's analysis → Should happen today because delay damages a new-starter relationship, but it does not block any other task
  4. TASK-005 — Executive Weekly prep → Due Friday, not today — but it depends on knowing the Nighthawk status (from TASK-001)

TASK-003 (Chapter 28) and TASK-006 (BSI renewal) are not on today's critical path. Chapter 28 is due Thursday — today's priority is the sequence above. BSI is delegatable and has no time dependency this week.

Critical Path Is Not the Same as Priority

A P2 task can be on the critical path if it blocks a P1 task later in the week. A P1 task might not be on today's critical path if it is due Friday and has no dependencies. The critical path is about sequence and dependencies — priority is about importance and urgency.

Exercise: Your Task Intelligence Sprint

Type: Applied Practice Time: 60 minutes Plugin command: /agentic-office:task-intelligence Goal: Capture, classify, challenge, and plan your week using the brain dump pattern

Step 1 — Brain Dump (10 minutes)

Set a timer. Write down EVERYTHING that is on your mind — tasks, follow-ups, half-formed commitments, things you promised someone, things you are worried about forgetting. Do not evaluate. Do not prioritise. Just dump.

Aim for at least 8-10 items. If you run out, ask yourself:

  • What did I promise someone last week that I have not delivered?
  • What is overdue?
  • What meeting is coming up that I am not prepared for?
  • What will someone chase me about if I do not act this week?

Step 2 — Process Through Task Intelligence (10 minutes)

Paste your brain dump into the task-intelligence skill:

/agentic-office:task-intelligence
> Capture from my brain dump:
[Paste your items here — keep them raw and unstructured]

Read the output. Note which tasks the skill connected to projects in your work.local.md (if configured). Note the P1/P2/P3 classification.

Step 3 — Challenge the Classification (15 minutes)

Pick at least two tasks where you disagree with the priority classification — or where the classification is borderline. For each one, apply the five sorting criteria explicitly:

  1. Hard deadline? (Yes/No — what date?)
  2. Blocking someone? (Who? What are they waiting for?)
  3. P1 project? (Is this task attached to your most important initiative?)
  4. Consequence of slipping one week? (What actually happens?)
  5. Real urgency or habitual urgency? (Would you still call it urgent after applying criteria 1-4?)

Tell the skill why you disagree:

I think TASK-004 should be P1, not P2. Here is why:
[Your reasoning using the five criteria]

The skill will either accept your reclassification or push back with its own reasoning. This dialogue is the point — developing your prioritisation judgment is more valuable than any single classification.

Step 4 — Identify Your Critical Path (15 minutes)

From your classified list, identify the 3-5 tasks that form this week's critical path — the sequence where a slip on any one delays something downstream.

Ask the skill:

From my prioritised list, what is the critical path for this week?
Which tasks depend on other tasks completing first?

Review the output. Does the sequence make sense? Are there dependencies the skill missed because they are not captured in work.local.md?

Step 5 — Commit to the Plan (10 minutes)

Write your plan for the week:

  • Monday: [critical path items 1-2]
  • Tuesday-Wednesday: [P1 and P2 items]
  • Thursday-Friday: [remaining P2 items + any P3 items you choose to address]

Identify any tasks you are choosing to not do this week. Saying "not this week" explicitly is better than letting items silently decay in a backlog.

Deliverable: A prioritised task list with P1/P2/P3 classification, at least two challenged classifications with your reasoning, a critical path of 3-5 items for the week, and a day-by-day commitment plan.

Try With AI

Try With AI

Use these prompts in Cowork or your preferred AI assistant.

Reproduce: Apply the brain dump pattern to the Panaversity case study.

Here are six raw task notes from a Monday morning brain dump.
Classify each as P1, P2, or P3 using these five criteria in order:
(1) hard deadline, (2) blocking someone, (3) P1 project,
(4) consequence of slipping one week, (5) real vs habitual urgency.

Tasks:
- Finish Chapter 28 draft — due Thursday
- Omar needs analytics brief for investor deck — asked yesterday
- Follow up with BSI about ISO 27001 renewal — waiting 2 weeks
- Review Ayesha's first analysis — she's a new starter, sent it today
- Prep 3 agenda items for Executive Weekly — Monday 09:00
- Check Project Nighthawk facility status — 10 days, no update,
blocking Q3 plan

For each task, show which criteria applied and why you chose
that priority level. Then identify the critical path for Monday.

What you are learning: Working through the five criteria explicitly for each task builds the pattern recognition needed to classify tasks quickly. After this exercise, you should be able to apply the criteria without needing to list them out — the judgment becomes automatic.

Adapt: Apply the brain dump pattern to your own work.

Here is my Monday morning brain dump — everything that is on my
mind right now. I have not structured or prioritised any of it:

[Paste your real brain dump here — at least 6 items]

Apply the P1/P2/P3 classification using the five sorting criteria.
For any item that could be a project (more than 3 steps, spans
multiple days), flag it and explain why it should be tracked
differently from a single-session task.

Then identify my critical path for this week — the 3-5 items
where a slip on one delays something downstream.

What you are learning: Applying the brain dump pattern to your own tasks reveals two things: which items you have been carrying in your head without acting on (these are often the P3 items that silently consume mental energy), and which items are projects disguised as tasks (these need milestone planning, not just prioritisation).

Apply: Run a cross-domain task capture for a scenario that spans multiple functions.

I am coordinating a product launch that involves three teams:

- Engineering: 4 features to complete, 2 are behind schedule
- Marketing: launch campaign ready but waiting on final product
screenshots and pricing confirmation
- Customer Success: training materials not started, onboarding
flow not tested, support team has not been briefed

Capture all the tasks implied by this situation. Classify each
as P1/P2/P3 using the five criteria. Identify which tasks are
blocking other teams (cross-functional dependencies). Flag any
items that are projects, not tasks. Produce a critical path
that shows the sequence across all three teams.

What you are learning: Cross-domain task intelligence is harder than single-domain because dependencies span teams. A task that is P3 for Engineering (finishing documentation) might be P1 for Customer Success (they cannot start training without it). The critical path in a cross-domain scenario is always longer than any single team's path — and the bottleneck is almost always at a handoff point between teams, not within a team.

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Continue to Lesson 7: Delegation as a Discipline →