feat: add Astrai intelligent router to summarization fallback chain by beee003 · Pull Request #115 · koala73/worldmonitor

beee003 · 2026-02-19T01:52:43Z

Summary

Adds Astrai as a new LLM provider in the summarization fallback chain
New chain: Groq → Astrai → OpenRouter → Browser T5 (was Groq → OpenRouter → Browser T5)
Astrai is an AI inference router that auto-selects the optimal model/provider per request based on cost, latency, and task complexity
Uses strategy: "cheapest" since summarization is lightweight — routes to the most cost-effective model that meets quality requirements
Uses model: "auto" so Astrai picks the best model for each request (e.g., Groq Llama for simple summaries, Claude for complex analysis)

Why this fits WorldMonitor

WorldMonitor already has a smart fallback chain (Groq → OpenRouter → Browser T5). Astrai slots in naturally as a second cloud fallback that routes across all providers (OpenAI, Anthropic, Groq, DeepInfra, etc.) from a single API key. When Groq is rate-limited (14.4K/day), Astrai can find the cheapest alternative across all providers instead of falling through to OpenRouter's 50/day free tier.

Changes

File	Change
`api/astrai-summarize.js`	New Vercel Edge Function — OpenAI-compatible endpoint with Redis caching (shared cache keys with Groq/OpenRouter)
`src/services/summarization.ts`	Add `tryAstrai()` + wire into all fallback paths (normal, beta warm, beta cold, translation)
`src/services/runtime-config.ts`	Add `ASTRAI_API_KEY` secret, `aiAstrai` feature toggle, feature definition

Configuration

Set ASTRAI_API_KEY as a Vercel environment variable (or desktop keychain secret). The feature toggle aiAstrai is enabled by default and appears in the Runtime Config panel.

# Vercel
vercel env add ASTRAI_API_KEY

Design decisions

Shared cache keys — Astrai uses the same summary:v3:... cache format as Groq/OpenRouter, so a cached response from any provider serves all three
strategy: "cheapest" — Summarization tasks are lightweight (150 max tokens), so cost optimization makes sense over quality optimization
Graceful skip — If ASTRAI_API_KEY is not set, the endpoint returns { fallback: true, skipped: true } and the chain continues to OpenRouter

Test plan

Verify existing Groq → OpenRouter → Browser T5 chain still works when ASTRAI_API_KEY is not set
Test with ASTRAI_API_KEY set — Astrai should handle requests when Groq fails
Verify shared Redis cache works (a Groq-cached result should serve Astrai requests and vice versa)
Test translation mode includes Astrai fallback
Verify aiAstrai toggle appears in Runtime Config panel and can be disabled
Beta mode paths include Astrai in fallback

🤖 Generated with Claude Code

releaseDraft used != (OR) making tag pushes always draft. Changed to == (AND) so only workflow_dispatch with draft=true creates drafts.

New post-build job generates release notes from git commits between tags and updates the release body via gh release edit.

Halve radius, reduce intensity/opacity so markers and labels remain visible.

Standard macOS behavior — app stays in dock, reopens on dock click.

Edge function that redirects /api/download?platform=macos-arm64 to the matching asset from the latest GitHub release. Falls back to the releases page when no match is found.

Shield.io badges for Windows, macOS ARM, and macOS Intel desktop downloads pointing to the new /api/download redirect. Web app links restyled as badges.

Replace the small CountryIntelModal with a comprehensive full-page intelligence product per country. Implements all 5 phases of the plan: Phase 1 - Full-page shell + bug fixes: - CountryBriefPage.ts: score ring, component bars, signal chips, non-tier fallback, loading states - Fix hardcoded earthquakes: 0 with bbox + place name filtering - Export getCountryData, TIER1_COUNTRIES from country-instability - Expand CountryBriefSignals with displacement, climate, conflict Phase 2 - D3 multi-lane timeline: - CountryTimeline.ts: 4 lanes, 7-day filter, severity-sized circles - XSS-safe tooltip rendering via escapeHtml Phase 3 - Infrastructure + Evidence: - Export getNearbyInfrastructure from related-assets - Local BriefAssetType union, port proximity lookup - Evidence cards with threat levels and numbered references Phase 4 - AI brief citations + Export: - LLM prompt cites headlines as [N], bounded regex parsing - Export dropdown: Image PNG, JSON, CSV, Print/PDF Phase 5 - Deep-linking + Polish: - country field in URL state, pre-capture before sync - Force URL rewrite on open/close, mobile + print styles Bug fixes: URL sync race, async response guards, briefRequestToken cancellation, listener accumulation, tier-1 detection via membership not data existence

- RuntimeConfigPanel only created when isDesktopApp is true (was leaking full desktop config UI including secret key inputs to web visitors) - Fix polymarket sub-market selection: when event title doesn't match country but a sub-market does, restrict candidates to matching sub-markets instead of picking highest-volume globally (was showing Xi Jinping market for France because Macron sub-market triggered match)

- Add negative country filter: headlines where another country is mentioned first in the title are excluded (fixes Venezuela brief showing for US) - Filtered headlines used for both evidence section AND LLM context - Add Top News section (5 items) between Intelligence Brief and Markets - Limit prediction markets to max 3, tighter padding

…ine filter - Add Brazil and UAE to TIER1_COUNTRIES, BASELINE_RISK, EVENT_MULTIPLIER, COUNTRY_KEYWORDS, COUNTRY_BOUNDS, COUNTRY_ALIASES, and Polymarket maps - Use Intl.DisplayNames to resolve non-tier ISO codes in deep-link URLs - Guard raw 2-letter codes from becoming overly broad search terms - Fix military timeline to use same either/or logic as getCountrySignals

…ection - Remove Evidence/Sources section (duplicate of Top News) - Top News now shows 8 items with citation anchor IDs - AI brief [N] citations link to Top News cards with scroll+highlight - Move Prediction Markets to right column for balanced layout - Left: Risk + Brief + Top News | Right: Signals + Timeline + Markets + Infra

GeoJSON uses "United States of America" but COUNTRY_TAG_MAP and variant matching expect "United States". Normalize at entry point so polymarket, search terms, and all downstream lookups work.

…ws dedup - Full-page Country Brief replacing modal overlay - Tightened headline relevance with negative country filter - Top News section replacing redundant Evidence/Sources - Shared country-geometry service for local-first detection - BR/AE added to tier-1, deep-link name resolution - Prediction Markets moved to right column for balanced layout

The runtime fetch patch previously returned local 4xx/5xx responses as-is. Now falls back to worldmonitor.app cloud API on any non-OK local response, matching the existing network-error fallback behavior.

- Add 60s startup cooldown to suppress pulse during initial data hydration - Consolidate pulse lifecycle into syncPulseAnimation() across all setters - Replace static predicates (h.level=high, c.maxSeverity=high) with dynamic-only checks: recent news, recent ACLED riots (<2h), breaking hotspots - Exclude GDELT riots from pulse gating (noisy, not actionable) - Reduce pulse interval from 250ms to 500ms (halves layer rebuild rate) - Pause pulse when render is paused (country brief overlay) - Add latestRiotEventTimeMs to MapProtestCluster with raw protest fallback - Add Playwright tests for startup cooldown and lifecycle start/stop/GDELT exclusion

Side panel slides in 12s after initial load with macOS/Windows download links. Dismissed per session. Skipped on Tauri desktop runtime.

…tion Plot live botnet C2 servers, malware distribution nodes, and malicious IPs on the globe using free abuse.ch APIs (Feodo Tracker + URLhaus). - Vercel edge API with triple-layer caching (Redis → memory → stale fallback) - IP geolocation via ipwho.is + ipapi.co (HTTPS-compatible with Edge runtime) - Severity-based color coding (critical=red, high=orange, medium=amber, low=yellow) - Feature-gated behind VITE_ENABLE_CYBER_LAYER=true env var - Frontend circuit breaker, data sanitization, 10min auto-refresh - Tauri desktop support: 3 new secret keys (URLHAUS, OTX, AbuseIPDB) - Full test suite (6 unit tests), e2e harness updates, popup + tooltip rendering

Expands from 2 to 5 threat intel sources: - C2IntelFeeds (free, no auth): ~500 active C2 server IPs (CobaltStrike, Metasploit) - AlienVault OTX (optional API key): community-sourced IOCs with tags - AbuseIPDB (optional API key): high-confidence abuse reports with geo - Feodo: now includes recently-offline entries (still threat-relevant) All sources fetched in parallel. Graceful degradation when API keys missing.

…nrichment ipwho.is returns 403 from Node.js/Edge ("CORS not supported on Free plan") and ipapi.co rate-limits aggressively (429). Both providers only work from browser-side requests. Switch to ipinfo.io (HTTPS, 50K/mo free, works from Edge runtime) as primary with freeipapi.com as fallback. Validated end-to-end: 20 C2 IPs geo-enriched in <1s with real coordinates.

…wnload banners Addresses PR koala73#68 review comments: - P1: hydrateThreatCoordinates now races workers against a 12s overall timeout so slow GeoIP providers can't block the entire request - P2: DownloadBanner adds module-level guard preventing duplicate panels

- Tooltip: show "Cyber Threat" + severity + country instead of raw source names - Popup header: "Cyber Threat" title instead of raw IP address - Popup: show all 5 source labels and add malware family field - Increase dot size for better visibility at global zoom level

Increase geo cap 100→250, concurrency 8→16, per-IP timeout 8→3s. Add country centroid fallback with jitter for IPs with country codes.

Both WORLD_FEEDS and TECH_FEEDS were missing 'Cyber Threats', causing updateFeed() calls to be silently rejected by the allowlist check.

…73#103) ## Summary This release introduces comprehensive localization support, transforming WorldMonitor into a truly global intelligence platform. ### Key Features - **Multilingual UI**: Full support for 12 languages (EN, FR, ES, DE, IT, PT, NL, SV, RU, AR, CN, JP). - **RTL Support**: Native right-to-left layout for Arabic and Hebrew, including mirrored UI components and correct text alignment. - **Regional Intelligence**: - Dynamic feed selection based on language preference. - Dedicated regional monitoring panels for Africa, LatAm, Middle East, and Asia. - Granular error handling for regionally blocked feeds. - **AI Integration**: On-demand translation and summarization of news items using localized prompts. ### Technical Changes - **Refactoring**: Overhauled \src/services/i18n.ts\ and \src/config/feeds.ts\ to support dynamic loading. - **Styling**: Added \src/styles/rtl-overrides.css\ using logical CSS properties for maintenance-free RTL support. - **Cleanup**: Resolved CSS lint warnings and improved code quality. ### Verification - **Build**: \ pm run build\ passed successfully. - **Manual Testing**: Verified RTL layout, language switching, and regional feed loading.

…el dragstart handler e.target can be a text node when dragging text content inside a panel. Text nodes lack .closest(), causing TypeError. Add instanceof Element check. Resolves Sentry P2: TypeError: o.closest is not a function

- Fix summarization race: check isModelLoaded before attempting browser T5, fall through to cloud providers while model loads in background - Increase modelLoadTimeoutMs 30s→600s and inferenceTimeoutMs 45s→120s to accommodate first-time model downloads - Use flan-t5-small (60MB) instead of flan-t5-base (250MB) in beta mode for country brief fallback - Skip ML summarization in country brief when model not loaded to avoid blocking UX - Broadcast model-loaded notifications from worker on implicit loads so manager's loadedModels stays in sync - Suppress ONNX CleanUnusedInitializersAndNodeArgs warnings via ort.env.logLevel - Fix non-monotonic progress reporting with separate warm/cold step counts

Spaces inside HTML tags (e.g. `< span class= "trend-up" >`) caused browsers to render raw markup text instead of elements. Fixed ~45 instances across CIIPanel, ServiceStatusPanel, and StrategicPosturePanel.

france24, euronews, lemonde, dw, africanews, lasillavacia, channelnewsasia, thehindu were returning 403 in production.

CI already builds AppImage for Linux — this adds the missing UI: - linux-appimage pattern in api/download.js - Linux UA detection and button in DownloadBanner - i18n key added to all 13 locale files

- ALL grid now picks one feed per region (was showing 4x mideast) - Jerusalem & Tehran adjacent (conflict hotspots) - Replace broken Berlin with Paris Eiffel Tower webcam - Switch toolbar SVG icons from stroke to fill for dark mode clarity

- Idle handler now clears isIdle and re-renders on user activity (was permanently paused after 5min timeout) - Add grid back button in single-view switcher row for mobile (view toggle hidden at <=768px left users stuck)

- Tokyo: DjdUEyjx8GM (maintenance) → 4pu9sF5Qssw (Tokyo Live Camera 4K) - Reorder: Taipei → Shanghai → Tokyo → Seoul (strait hotspot first)

- Los Angeles Venice Beach (EO_1LWqsCNE) — confirmed live - Miami Biscayne Bay (5YCajRjvWCg) — confirmed live

- Swap Dubai → Tel Aviv (live conflict coverage webcam) - Swap Istanbul → Mecca (Kaaba 24/7 livestream) - Fix margin-right → margin-inline-end on back button for RTL

…oks) - Remove (pointer: coarse) from mobile detection so touch-capable desktops (e.g. ROG Flow X13) get desktop layout instead of mobile - Define MOBILE_BREAKPOINT_PX (768) in utils and use in isMobileDevice(); CSS @media (max-width: 768px) kept in sync - MobileWarningModal uses isMobileDevice() for consistent behavior Ref: koala73#94 Co-authored-by: Cursor <cursoragent@cursor.com>

## Summary  ## Type of change - [ ] Bug fix - [x] New feature - [x] New data source / feed - [ ] New map layer - [ ] Refactor / code cleanup - [ ] Documentation - [ ] CI / Build / Infrastructure ## Affected areas - [ ] Map / Globe - [ ] News panels / RSS feeds - [ ] AI Insights / World Brief - [ ] Market Radar / Crypto - [ ] Desktop app (Tauri) - [ ] API endpoints (`/api/*`) - [ ] Config / Settings - [ ] Other:  ## Checklist - [x] Tested on [worldmonitor.app](https://worldmonitor.app) variant - [ ] Tested on [tech.worldmonitor.app](https://tech.worldmonitor.app) variant (if applicable) - [ ] New RSS feed domains added to `api/rss-proxy.js` allowlist (if adding feeds) - [x] No API keys or secrets committed - [x] TypeScript compiles without errors (`npm run typecheck`) ## Screenshots

## Summary  ## Type of change - [ ] Bug fix - [x] New feature - [ ] New data source / feed - [ ] New map layer - [ ] Refactor / code cleanup - [ ] Documentation - [ ] CI / Build / Infrastructure ## Affected areas - [ ] Map / Globe - [ ] News panels / RSS feeds - [ ] AI Insights / World Brief - [ ] Market Radar / Crypto - [ ] Desktop app (Tauri) - [ ] API endpoints (`/api/*`) - [ ] Config / Settings - [x] Other: Notifications ## Checklist - [x] Tested on [worldmonitor.app](https://worldmonitor.app) variant - [x] Tested on [tech.worldmonitor.app](https://tech.worldmonitor.app) variant (if applicable) - [ ] New RSS feed domains added to `api/rss-proxy.js` allowlist (if adding feeds) - [ ] No API keys or secrets committed - [ ] TypeScript compiles without errors (`npm run typecheck`) ## Screenshots

…t) (koala73#109) ## Summary Improve mobile map popup usability for touch screen ## Type of change - [ ] Bug fix - [ ] New feature - [ ] New data source / feed - [ ] New map layer - [x] Refactor / code cleanup - [ ] Documentation - [ ] CI / Build / Infrastructure ## Affected areas - [x] Map / Globe - [ ] News panels / RSS feeds - [ ] AI Insights / World Brief - [ ] Market Radar / Crypto - [ ] Desktop app (Tauri) - [ ] API endpoints (`/api/*`) - [ ] Config / Settings - [ ] Other:  ## Checklist - [ ] Tested on [worldmonitor.app](https://worldmonitor.app) variant - [ ] Tested on [tech.worldmonitor.app](https://tech.worldmonitor.app) variant (if applicable) - [ ] New RSS feed domains added to `api/rss-proxy.js` allowlist (if adding feeds) - [ ] No API keys or secrets committed - [ ] TypeScript compiles without errors (`npm run typecheck`) ## Screenshots

- ml-worker: catch unload-model timeout instead of leaking unhandled rejection - LiveNewsPanel: optional chaining on playVideo/pauseVideo for edge cases where YT IFrame API player object isn't fully initialized - main.ts: add noise filter for Firefox i18next "too much recursion" - main.ts: extend maplibre beforeSend filter for null 'id'/'type' crashes

# Conflicts: # src/styles/main.css

- Live Webcams Panel with region filters and grid/single view (koala73#111) - Mobile detection: width-only, touch notebooks get desktop layout (koala73#113) - Le Monde RSS URL fix, workbox precache HTML, panel ordering migration - Sentry: ML timeout catch, YT player guards, maplibre noise filters - Changelog for v2.4.0

…chain Adds Astrai (AI inference router) as a provider in the summarization fallback chain: Groq → Astrai → OpenRouter → Browser T5. Astrai auto-selects the optimal model/provider per request based on cost, latency, and task complexity. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

vercel · 2026-02-19T01:52:47Z

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chatgpt-codex-connector · 2026-02-19T01:55:43Z

src/services/summarization.ts

+    const data = await response.json();
+    const provider = data.cached ? 'cache' : 'astrai';
+    console.log(`[Summarization] ${provider === 'cache' ? 'Redis cache hit' : 'Astrai success'}:`, data.model);
+    return {
+      summary: data.summary,


Treat Astrai fallback payloads as failed attempts

api/astrai-summarize.js returns HTTP 200 with {fallback: true, skipped: true, summary: null} when ASTRAI_API_KEY is not configured (see the early return around lines 90-95), but this branch accepts any 2xx as success and returns data.summary without checking fallback/summary. That makes generateSummary stop at Astrai with a null summary when Groq fails (e.g., rate limiting) and Astrai is unconfigured, instead of continuing to OpenRouter/Browser fallback.

Useful? React with 👍 / 👎.

chatgpt-codex-connector · 2026-02-19T01:55:43Z

src/services/summarization.ts

+      if (response.ok) {
+        const data = await response.json();
+        return data.summary;


Continue translation fallback after Astrai skip response

This translation path returns data.summary for any HTTP-200 Astrai response, but the Astrai endpoint uses HTTP 200 for "skipped" fallback responses when the key is missing. In that case data.summary is null, and returning it exits translateText before the OpenRouter step, so translations fail whenever Groq fails and Astrai is enabled but not configured.

Useful? React with 👍 / 👎.

koala73 and others added 30 commits February 15, 2026 08:20

ci: set max timeout for desktop build matrix

d7ae02b

perf: harden regression guardrails in CI, cache, and map clustering

a35b562

Fix release always created as draft on tag push

445cc58

releaseDraft used != (OR) making tag pushes always draft. Changed to == (AND) so only workflow_dispatch with draft=true creates drafts.

Add auto-generated changelog to GitHub releases

3606115

New post-build job generates release notes from git commits between tags and updates the release body via gh release edit.

fix: tone down climate anomalies heatmap to stop obscuring other layers

ee9d6da

Halve radius, reduce intensity/opacity so markers and labels remain visible.

fix(macos): hide window on close instead of quitting

6edcc7d

Standard macOS behavior — app stays in dock, reopens on dock click.

Add download redirect API for platform-specific installers

1ec8605

Edge function that redirects /api/download?platform=macos-arm64 to the matching asset from the latest GitHub release. Falls back to the releases page when no match is found.

docs: add download badges and web app links to README

b9d2bd4

Shield.io badges for Windows, macOS ARM, and macOS Intel desktop downloads pointing to the new /api/download redirect. Web app links restyled as badges.

Consolidate country detection around shared geometry service

081455a

fix: normalize country name from GeoJSON to canonical TIER1 name

8d2f7a5

GeoJSON uses "United States of America" but COUNTRY_TAG_MAP and variant matching expect "United States". Normalize at entry point so polymarket, search terms, and all downstream lookups work.

chore: bump version to 2.2.2

2ea9ec0

Add country briefs to Cmd+K search

88b77e2

fix: fall back to cloud API when local sidecar returns non-OK status

4949aa1

The runtime fetch patch previously returned local 4xx/5xx responses as-is. Now falls back to worldmonitor.app cloud API on any non-OK local response, matching the existing network-error fallback behavior.

fix: resolve z-index conflict between pinned map and panels grid

6cfa8c2

feat: add download desktop app slide-in banner for web visitors

cd9c44b

Side panel slides in 12s after initial load with macOS/Windows download links. Dismissed per session. Skipped on Tauri desktop runtime.

chore: bump version to 2.2.3

9067204

feat: dramatically increase cyber threat map density

ab3cbd1

Increase geo cap 100→250, concurrency 8→16, per-IP timeout 8→3s. Add country centroid fallback with jitter for IPs with country codes.

fix: add Cyber Threats to System Health status panel allowlists

b15cccd

Both WORLD_FEEDS and TECH_FEEDS were missing 'Cyber Threats', causing updateFeed() calls to be silently rejected by the allowlist check.

koala73 and others added 24 commits February 18, 2026 21:50

merge: sync latest main and resolve App import conflict

461113c

Improve mobile map popup QA

48a30c4

Disable intelligence alerts on mdl

7231ceb

feat: add live webcams panel with localized labels

2706583

fix(ui): repair malformed HTML tags in panel template literals

4bee723

Spaces inside HTML tags (e.g. `< span class= "trend-up" >`) caused browsers to render raw markup text instead of elements. Fixed ~45 instances across CIIPanel, ServiceStatusPanel, and StrategicPosturePanel.

fix(rss): add 8 missing domains to proxy allowlist

efba484

france24, euronews, lemonde, dw, africanews, lasillavacia, channelnewsasia, thehindu were returning 403 in production.

feat(download): add Linux (.AppImage) to download banner

a8ffd44

CI already builds AppImage for Linux — this adds the missing UI: - linux-appimage pattern in api/download.js - Linux UA detection and button in DownloadBanner - i18n key added to all 13 locale files

fix(webcams): idle resume bug and mobile single-view escape

da99f55

- Idle handler now clears isIdle and re-renders on user activity (was permanently paused after 5min timeout) - Add grid back button in single-view switcher row for mobile (view toggle hidden at <=768px left users stuck)

fix(webcams): replace dead Tokyo feed, reorder Asia-Pacific

f631768

- Tokyo: DjdUEyjx8GM (maintenance) → 4pu9sF5Qssw (Tokyo Live Camera 4K) - Reorder: Taipei → Shanghai → Tokyo → Seoul (strait hotspot first)

fix(webcams): curate ALL grid to Jerusalem, Tehran, Kyiv, Washington

ea5811b

feat(webcams): add LA and Miami to fill Americas grid to 4

4547f24

- Los Angeles Venice Beach (EO_1LWqsCNE) — confirmed live - Miami Biscayne Bay (5YCajRjvWCg) — confirmed live

fix(webcams): replace Dubai/Istanbul with Tel Aviv/Mecca, RTL fix

c29ae4d

- Swap Dubai → Tel Aviv (live conflict coverage webcam) - Swap Istanbul → Mecca (Kaaba 24/7 livestream) - Fix margin-right → margin-inline-end on back button for RTL

Merge branch 'fix/mobile-detection-width-only'

f04bf90

# Conflicts: # src/styles/main.css

chatgpt-codex-connector bot reviewed Feb 19, 2026

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koala73 added enhancement New feature or request area: AI/intel AI analysis, intelligence findings, summarization labels Feb 19, 2026

SebastienMelki added the claude Generated with Claude Code label Feb 19, 2026

koala73 force-pushed the main branch from cc2088a to 74de5f3 Compare February 27, 2026 14:14

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feat: add Astrai intelligent router to summarization fallback chain#115

feat: add Astrai intelligent router to summarization fallback chain#115
beee003 wants to merge 994 commits intokoala73:mainfrom
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beee003 commented Feb 19, 2026

Summary

Why this fits WorldMonitor

Changes

Configuration

Design decisions

Test plan

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