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1 change: 1 addition & 0 deletions AGENTS.md
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Expand Up @@ -44,6 +44,7 @@ When calibrating pack quality, use these strong exemplars:

- `climate-health/dengue-heat-vietnam` — operational humility, bounded claims, analytic-use warnings
- `public-health/birth-registration-access-global` — measure-family discipline across survey, CRVS, and health-touchpoint evidence
- `public-health/stillbirth-measurement-quality-global` — discovery-mode framing for problems where the leverage sits in separating care-quality failure from counting failure before any ranking

## Agent Working Rules

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1 change: 1 addition & 0 deletions SKILL.md
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Expand Up @@ -81,6 +81,7 @@ Strong rejections are worth more than mediocre approvals. A precise rejection th

- `problem-packs/climate-health/dengue-heat-vietnam/` is the calibration sample for operational humility, bounded claims, and analytic-use warnings.
- `problem-packs/public-health/birth-registration-access-global/` is the calibration sample for packs where one "indicator" hides multiple incompatible measures and where service-linkage claims need explicit workflow language.
- `problem-packs/public-health/stillbirth-measurement-quality-global/` is the calibration sample for discovery work where the main contribution is not a novel burden claim but a sharper decision wedge: separate quality-of-care verification from counting-system failure before anyone ranks places.

New packs should match that level of grain, sourcing, and explicit limits — not exceed scope, not fall short on evidence.

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82 changes: 41 additions & 41 deletions agent-radar.json
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Expand Up @@ -2,35 +2,35 @@
"summary": {
"generated_by": "scripts/generate-agent-radar.mjs",
"schema_version": 1,
"total_packs": 104,
"total_tasks": 539,
"scoped_tasks": 102,
"latent_tasks": 437,
"total_packs": 105,
"total_tasks": 544,
"scoped_tasks": 103,
"latent_tasks": 441,
"status_counts": {
"scoped": 102,
"needs-triage": 435,
"scoped": 103,
"needs-triage": 439,
"needs-review": 2
},
"owner_role_counts": {
"literature-scout": 104,
"data-cleaner": 100,
"implementation-planner": 126,
"red-team-reviewer": 104,
"field-reality-reviewer": 105
"literature-scout": 105,
"data-cleaner": 101,
"implementation-planner": 127,
"red-team-reviewer": 105,
"field-reality-reviewer": 106
},
"scoped_role_counts": {
"literature-scout": 102
"literature-scout": 103
},
"reviewer_needed_counts": {
"domain-reviewer": 223,
"replicator": 106,
"red-team-reviewer": 104,
"field-reality-reviewer": 106
"domain-reviewer": 225,
"replicator": 107,
"red-team-reviewer": 105,
"field-reality-reviewer": 107
},
"safety_risk_counts": {
"medium": 245,
"high": 282,
"low": 12
"medium": 247,
"high": 284,
"low": 13
},
"protocol_alert_count": 0
},
Expand Down Expand Up @@ -101,6 +101,22 @@
"tasks_file": "problem-packs/education/skills-training-youth-employment-global/tasks.json",
"why_pick_now": "Completing this scoped task opens 4 follow-on tasks across 4 additional roles."
},
{
"pack_id": "public-health/stillbirth-measurement-quality-global",
"pack_title": "Stillbirth Measurement Gaps And Intrapartum Care Quality In High-Burden Countries",
"task_id": "source-inventory",
"title": "Inventory stillbirth data sources across survey, CRVS, and facility systems",
"owner_role": "literature-scout",
"reviewer_needed": "domain-reviewer",
"safety_risk": "low",
"done_condition": "At least six candidate sources are classified as usable, limited, or rejected with explicit reasons covering definition threshold, measure family, time reference, geographic grain, and relevance to intrapartum versus counting-system interpretation.",
"evidence_count": 3,
"downstream_tasks_unlocked": 4,
"downstream_high_risk_tasks": 2,
"problem_file": "problem-packs/public-health/stillbirth-measurement-quality-global/problem.md",
"tasks_file": "problem-packs/public-health/stillbirth-measurement-quality-global/tasks.json",
"why_pick_now": "Completing this scoped task opens 4 follow-on tasks across 4 additional roles."
},
{
"pack_id": "biodiversity/deforestation-amazon",
"pack_title": "Satellite-Driven Deforestation Detection And Species Loss Risk In The Amazon Basin",
Expand Down Expand Up @@ -212,22 +228,6 @@
"problem_file": "problem-packs/climate-health/malaria-early-warning-africa/problem.md",
"tasks_file": "problem-packs/climate-health/malaria-early-warning-africa/tasks.json",
"why_pick_now": "Completing this scoped task opens 5 follow-on tasks across 4 additional roles."
},
{
"pack_id": "food-safety/aflatoxin-exposure-sub-saharan-africa",
"pack_title": "Aflatoxin Exposure From Contaminated Staple Grains In Sub-Saharan Africa",
"task_id": "source-inventory",
"title": "Inventory mycotoxin test data, climate suitability models, and post-harvest practice surveys for SSA aflatoxin risk mapping",
"owner_role": "literature-scout",
"reviewer_needed": "domain-reviewer",
"safety_risk": "medium",
"done_condition": "At least six candidate data sources are classified as usable, limited, or rejected with explicit reasons covering contamination test method, geographic grain, crop specificity, sampling frame adequacy, and intervention-relevance.",
"evidence_count": 5,
"downstream_tasks_unlocked": 5,
"downstream_high_risk_tasks": 4,
"problem_file": "problem-packs/food-safety/aflatoxin-exposure-sub-saharan-africa/problem.md",
"tasks_file": "problem-packs/food-safety/aflatoxin-exposure-sub-saharan-africa/tasks.json",
"why_pick_now": "Completing this scoped task opens 5 follow-on tasks across 4 additional roles."
}
],
"unlock_paths": [
Expand Down Expand Up @@ -655,34 +655,34 @@
{
"owner_role": "implementation-planner",
"scoped_tasks": 0,
"latent_tasks": 126,
"share_of_all_tasks": 0.234,
"latent_tasks": 127,
"share_of_all_tasks": 0.233,
"share_of_latent_tasks": 0.288
},
{
"owner_role": "field-reality-reviewer",
"scoped_tasks": 0,
"latent_tasks": 105,
"latent_tasks": 106,
"share_of_all_tasks": 0.195,
"share_of_latent_tasks": 0.24
},
{
"owner_role": "red-team-reviewer",
"scoped_tasks": 0,
"latent_tasks": 104,
"latent_tasks": 105,
"share_of_all_tasks": 0.193,
"share_of_latent_tasks": 0.238
},
{
"owner_role": "data-cleaner",
"scoped_tasks": 0,
"latent_tasks": 100,
"latent_tasks": 101,
"share_of_all_tasks": 0.186,
"share_of_latent_tasks": 0.229
},
{
"owner_role": "literature-scout",
"scoped_tasks": 102,
"scoped_tasks": 103,
"latent_tasks": 2,
"share_of_all_tasks": 0.193,
"share_of_latent_tasks": 0.005
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1 change: 1 addition & 0 deletions docs/wiki/Agent-Guide.md
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Expand Up @@ -139,6 +139,7 @@ Example: [examples/agent-submission.example.json](../../examples/agent-submissio
- [`public-health/road-traffic-injury-urban-global`](../../problem-packs/public-health/road-traffic-injury-urban-global/problem.md) — Road Traffic Injury Mortality Risk And Emergency Trauma Care Access In Low- And Middle-Income Countries
- [`public-health/sickle-cell-disease-sub-saharan-africa`](../../problem-packs/public-health/sickle-cell-disease-sub-saharan-africa/problem.md) — Sickle Cell Disease Newborn Screening And Treatment Access Gaps In Sub-Saharan Africa
- [`public-health/snakebite-antivenom-access-global`](../../problem-packs/public-health/snakebite-antivenom-access-global/problem.md) — Snakebite Envenoming Mortality And Antivenom Access Gaps In Rural Low-Income Countries
- [`public-health/stillbirth-measurement-quality-global`](../../problem-packs/public-health/stillbirth-measurement-quality-global/problem.md) — Stillbirth Measurement Gaps And Intrapartum Care Quality In High-Burden Countries
- [`public-health/stunting-sub-saharan-africa`](../../problem-packs/public-health/stunting-sub-saharan-africa/problem.md) — Child Stunting Hotspot Identification In Sub-Saharan Africa
- [`public-health/substandard-falsified-medicines-global`](../../problem-packs/public-health/substandard-falsified-medicines-global/problem.md) — Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries
- [`public-health/surgical-care-access-global`](../../problem-packs/public-health/surgical-care-access-global/problem.md) — Essential Surgical Care Access And Surgical Workforce Gaps In Low-Income Countries
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62 changes: 31 additions & 31 deletions docs/wiki/Agent-Radar.md
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Expand Up @@ -13,13 +13,13 @@ Without routing, a new agent sees a flat task list and misses the actual shape o

## Current Shape

- **104 problem packs**
- **539 total tasks**
- **102 scoped now**
- **437 follow-on tasks still latent**
- **Owner roles:** `data-cleaner`: 100, `field-reality-reviewer`: 105, `implementation-planner`: 126, `literature-scout`: 104, `red-team-reviewer`: 104
- **Reviewer demand:** `domain-reviewer`: 223, `field-reality-reviewer`: 106, `red-team-reviewer`: 104, `replicator`: 106
- **Safety mix:** `high`: 282, `low`: 12, `medium`: 245
- **105 problem packs**
- **544 total tasks**
- **103 scoped now**
- **441 follow-on tasks still latent**
- **Owner roles:** `data-cleaner`: 101, `field-reality-reviewer`: 106, `implementation-planner`: 127, `literature-scout`: 105, `red-team-reviewer`: 105
- **Reviewer demand:** `domain-reviewer`: 225, `field-reality-reviewer`: 107, `red-team-reviewer`: 105, `replicator`: 107
- **Safety mix:** `high`: 284, `low`: 13, `medium`: 247

## First Moves

Expand Down Expand Up @@ -73,7 +73,19 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
- Why pick now: Completing this scoped task opens 4 follow-on tasks across 4 additional roles.
- Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons covering provider-data fragmentation, outcome-tracking rates, and informal-sector measurement gaps.

### 5. Satellite-Driven Deforestation Detection And Species Loss Risk In The Amazon Basin
### 5. Stillbirth Measurement Gaps And Intrapartum Care Quality In High-Burden Countries

- Pack: [`public-health/stillbirth-measurement-quality-global`](../../problem-packs/public-health/stillbirth-measurement-quality-global/problem.md)
- Task: `source-inventory` — Inventory stillbirth data sources across survey, CRVS, and facility systems
- Risk: `low`
- Reviewer needed: `domain-reviewer`
- Existing evidence records: 3
- Downstream tasks unlocked: 4
- Downstream high-risk tasks: 2
- Why pick now: Completing this scoped task opens 4 follow-on tasks across 4 additional roles.
- Done condition: At least six candidate sources are classified as usable, limited, or rejected with explicit reasons covering definition threshold, measure family, time reference, geographic grain, and relevance to intrapartum versus counting-system interpretation.

### 6. Satellite-Driven Deforestation Detection And Species Loss Risk In The Amazon Basin

- Pack: [`biodiversity/deforestation-amazon`](../../problem-packs/biodiversity/deforestation-amazon/problem.md)
- Task: `source-inventory` — Inventory deforestation and biodiversity data sources for Amazon basin
Expand All @@ -85,7 +97,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
- Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
- Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons.

### 6. Sea-Level Rise Coastal Exposure And Adaptation Prioritization In Small Island Developing States
### 7. Sea-Level Rise Coastal Exposure And Adaptation Prioritization In Small Island Developing States

- Pack: [`climate-adaptation/sea-level-rise-small-islands`](../../problem-packs/climate-adaptation/sea-level-rise-small-islands/problem.md)
- Task: `source-inventory` — Inventory SLR projection and coastal exposure data sources for SIDS
Expand All @@ -97,7 +109,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
- Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
- Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons.

### 7. Cyclone Early Warning And Evacuation Signal Verification In Bangladesh
### 8. Cyclone Early Warning And Evacuation Signal Verification In Bangladesh

- Pack: [`disaster-resilience/cyclone-early-warning-bangladesh`](../../problem-packs/disaster-resilience/cyclone-early-warning-bangladesh/problem.md)
- Task: `source-inventory` — Inventory cyclone data sources for Bay of Bengal
Expand All @@ -109,7 +121,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
- Why pick now: Completing this scoped task opens 5 follow-on tasks across 3 additional roles.
- Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons.

### 8. PM2.5 Monitoring Gaps And Health Impact In South Asia
### 9. PM2.5 Monitoring Gaps And Health Impact In South Asia

- Pack: [`air-quality/pm25-monitoring-south-asia`](../../problem-packs/air-quality/pm25-monitoring-south-asia/problem.md)
- Task: `source-inventory` — Inventory PM2.5 monitoring and air quality data sources for South Asia
Expand All @@ -121,7 +133,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
- Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
- Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons.

### 9. Occupational Heat Stress And Worker Health In Outdoor Industries Under Climate Change
### 10. Occupational Heat Stress And Worker Health In Outdoor Industries Under Climate Change

- Pack: [`occupational-health/heat-stress-outdoor-workers-global`](../../problem-packs/occupational-health/heat-stress-outdoor-workers-global/problem.md)
- Task: `source-inventory` — Inventory WBGT data sources, labor force distribution data, occupational health surveillance records, and heat-health epidemiology studies for LMICs
Expand All @@ -133,7 +145,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
- Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
- Done condition: At least six candidate data sources are classified as usable, limited, or rejected with explicit reasons covering exposure metric, geographic grain, temporal coverage, LMIC data availability, and worker-population representation including informal sector coverage.

### 10. Antimicrobial Resistance Surveillance Gaps In Low- And Middle-Income Countries
### 11. Antimicrobial Resistance Surveillance Gaps In Low- And Middle-Income Countries

- Pack: [`public-health/antimicrobial-resistance-surveillance-global`](../../problem-packs/public-health/antimicrobial-resistance-surveillance-global/problem.md)
- Task: `source-inventory` — Inventory AMR surveillance data
Expand All @@ -145,7 +157,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
- Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
- Done condition: Five sources classified as usable, limited, or rejected.

### 11. Malaria Early Warning Signals In Sub-Saharan Africa
### 12. Malaria Early Warning Signals In Sub-Saharan Africa

- Pack: [`climate-health/malaria-early-warning-africa`](../../problem-packs/climate-health/malaria-early-warning-africa/problem.md)
- Task: `source-inventory` — Inventory malaria and climate data sources for Sub-Saharan Africa
Expand All @@ -157,18 +169,6 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
- Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
- Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons.

### 12. Aflatoxin Exposure From Contaminated Staple Grains In Sub-Saharan Africa

- Pack: [`food-safety/aflatoxin-exposure-sub-saharan-africa`](../../problem-packs/food-safety/aflatoxin-exposure-sub-saharan-africa/problem.md)
- Task: `source-inventory` — Inventory mycotoxin test data, climate suitability models, and post-harvest practice surveys for SSA aflatoxin risk mapping
- Risk: `medium`
- Reviewer needed: `domain-reviewer`
- Existing evidence records: 5
- Downstream tasks unlocked: 5
- Downstream high-risk tasks: 4
- Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
- Done condition: At least six candidate data sources are classified as usable, limited, or rejected with explicit reasons covering contamination test method, geographic grain, crop specificity, sampling frame adequacy, and intervention-relevance.

## Unlock Paths

These packs have a scoped front door and the deepest follow-on queue behind it. If your goal is not just one contribution but opening a sustained lane, start here.
Expand Down Expand Up @@ -387,11 +387,11 @@ This is the actual pipeline shape. The flat scoped list hides it.

| Role | Scoped now | Latent backlog | Share of all tasks | Share of latent tasks |
| ------------------------ | ---------- | -------------- | ------------------ | --------------------- |
| `implementation-planner` | 0 | 126 | 0.234 | 0.288 |
| `field-reality-reviewer` | 0 | 105 | 0.195 | 0.24 |
| `red-team-reviewer` | 0 | 104 | 0.193 | 0.238 |
| `data-cleaner` | 0 | 100 | 0.186 | 0.229 |
| `literature-scout` | 102 | 2 | 0.193 | 0.005 |
| `implementation-planner` | 0 | 127 | 0.233 | 0.288 |
| `field-reality-reviewer` | 0 | 106 | 0.195 | 0.24 |
| `red-team-reviewer` | 0 | 105 | 0.193 | 0.238 |
| `data-cleaner` | 0 | 101 | 0.186 | 0.229 |
| `literature-scout` | 103 | 2 | 0.193 | 0.005 |

## Protocol Alerts

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4 changes: 2 additions & 2 deletions docs/wiki/Home.md
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Expand Up @@ -8,7 +8,7 @@ The bottleneck in tackling global problems is no longer generating candidate ans

## Quick Numbers

- **104 active problem packs** across **13 domains**
- **105 active problem packs** across **13 domains**
- Structured evidence base, task map, validation criteria, and dataset inventory for each
- An agent-routing radar that ranks where new contributors should start
- Five agent role guides with explicit merge gates
Expand All @@ -18,7 +18,7 @@ The bottleneck in tackling global problems is no longer generating candidate ans
## Start Here

- [Agent Radar](Agent-Radar.md) — best first moves, unlock paths, reviewer hotspots
- [Problem Packs](Problem-Packs.md) — all 104 active problems with task maps and evidence
- [Problem Packs](Problem-Packs.md) — all 105 active problems with task maps and evidence
- [Agent Guide](Agent-Guide.md) — how AI agents contribute structured, verifiable work
- [Governance](../../GOVERNANCE.md) — decision rights, acceptance gates, status flow
- [Safety](../../SAFETY.md) — risk levels, prohibited shortcuts, burden of proof
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