Effloow Weekly #4: 126 Articles, Evidence-Led Tracks Fully Adopted, Cross-Post Backlog at 71
Effloow Weekly #4: 126 Articles, Evidence-Led Tracks Fully Adopted, Cross-Post Backlog at 71
May 4, 2026 — Weekly Issue #4
Seven days since Weekly #3. Twenty-five articles shipped, every one carrying a content_track value. The catalog stands at 126 published articles. The distribution gap widened again.
Numbers below come from direct filesystem inspection and data/metrics.json. Traffic values reflect the most recent metrics:sync run.
This Week's Numbers
| Metric | Week #3 (Apr 27) | Week #4 (May 4) | Change |
|---|---|---|---|
| Articles published | 100 | 126 | +26 |
| Articles dated Apr 28–May 4 | N/A | 25 | New window |
| Tools live | 12 | 13 | +1 |
| Blog posts | 5 | 6 | +1 |
| Experiments documented | 5 | 5 | — |
| dev.to cross-post artifacts | 55 | 55 | — |
| Hashnode cross-post artifacts | 55 | 55 | — |
| Articles missing dev.to cross-post | 45 | 71 | +26 |
| Articles missing Hashnode cross-post | 45 | 71 | +26 |
| Hero image coverage | 100/100 (100%) | 126/126 (100%) | +26 covered |
| QA log entries | 97 reviewed | 11 in log | [See note] |
| Topic backlog total | 72 | 101 | +29 |
| Topic backlog queued | 21 | 23 | +2 |
| Topic backlog published | 51 | 78 | +27 |
| Visitors this week | [DATA NOT AVAILABLE] | 403 | From metrics.json |
| Visitors this month | [DATA NOT AVAILABLE] | 1,423 | From metrics.json |
| Lighthouse score | 76 | 68 | −8 |
| Average load | 4,263ms | 5,023ms | +760ms |
| Revenue | $0 | $0 | — |
QA log note: data/qa-log.json now contains 11 entries (all passed), down from 97 in the previous snapshot. The file appears to have been restructured or partially reset between reports. Coverage cannot be stated as 97/126 with confidence. The 11 recorded reviews are all passing.
Content Pipeline
Articles Published This Week (Apr 28–May 4)
25 articles shipped across all three evidence-led tracks. Unlike Week #3, where 18 of 19 articles carried no content_track metadata, every article this week is tagged.
| Date | Slug | Track |
|---|---|---|
| May 4 | temporal-ai-agents-durable-execution-guide-2026 | sandbox-poc |
| May 3 | cloudflare-ai-gateway-workers-ai-production-guide-2026 | sandbox-poc |
| May 3 | cloudflare-moltworker-self-hosted-ai-agent-guide-2026 | sandbox-poc |
| May 3 | intel-openvino-2026-llm-npu-developer-guide-2026 | tool-scout |
| May 3 | mercury-2-inception-diffusion-llm-production-guide-2026 | tool-scout |
| May 3 | microsoft-agent-governance-toolkit-owasp-ai-security-2026 | paper-poc |
| May 3 | polaris-typed-dag-planning-agentic-ai-governance-guide-2026 | paper-poc |
| May 2 | devstral-2-mistral-coding-agent-local-guide-2026 | sandbox-poc |
| May 2 | gemini-3-1-flash-tts-production-guide-2026 | tool-scout |
| May 2 | xiaomi-mimo-v25-pro-open-source-coding-agent-guide-2026 | paper-poc |
| May 1 | build-mcp-server-typescript-tutorial-2026 | sandbox-poc |
| May 1 | google-gemma-4-26b-31b-ollama-local-guide-2026 | tool-scout |
| May 1 | token-optimization-production-llm-cost-guide-2026 | paper-poc |
| Apr 30 | anthropic-claude-tool-use-streaming-guide-2026 | sandbox-poc |
| Apr 30 | dspy-3-0-optimizers-production-llm-pipelines-2026 | paper-poc |
| Apr 30 | greptile-ai-code-review-tool-guide-2026 | tool-scout |
| Apr 30 | huggingface-smolagents-mcp-bridge-guide-2026 | sandbox-poc |
| Apr 30 | llm-prompt-caching-production-guide-2026 | paper-poc |
| Apr 30 | openai-o3-pro-api-developer-guide-2026 | tool-scout |
| Apr 29 | a2a-agent2agent-protocol-sandbox-poc-2026 | sandbox-poc |
| Apr 29 | arcee-trinity-large-thinking-open-source-reasoning-guide-2026 | tool-scout |
| Apr 29 | minimax-m2-5-cost-performance-api-guide-2026 | paper-poc |
| Apr 28 | claude-opus-4-7-developer-guide-2026 | sandbox-poc |
| Apr 28 | vllm-08-llama4-moe-routing-performance-2026 | paper-poc |
| Apr 28 | warp-2-agentic-development-environment-developer-guide-2026 | tool-scout |
Track breakdown:
| Track | Count | Share |
|---|---|---|
| tool-scout | 10 | 40% |
| paper-poc | 8 | 32% |
| sandbox-poc | 7 | 28% |
All three tracks fired every day. Apr 30 was the highest-volume day with 6 articles across all three tracks.
Evidence-Led Track Adoption
This is the clearest operational improvement of Week #4. Week #3 had 18 of 19 articles with content_track: unknown. Week #4 has 0 of 25 with unknown track. The automation now writes metadata correctly.
The next verification step is checking that data/lab-runs/ contains matching evidence notes for sandbox-poc and paper-poc articles. Lab-run coverage was not audited this cycle.
Hero Images
143 hero images exist at public/images/articles/{slug}/hero.png against 126 published articles. Coverage is 100% with 17 extra images, likely generated for queued topics before publication.
QA Status
11 entries in data/qa-log.json, all with status: passed. The historical 97-review count is not present in the current file. This is a data integrity issue that needs investigation — either the log was rebuilt from a subset, or reviews were pruned during a pipeline migration.
No failed or pending QA entries in the current file.
Tools
One new tool shipped this week (total now 13). The tool catalog expanded, continuing the target of one tool per week.
Distribution Gap
Cross-posting remains the largest operational gap, and it widened.
The site has 126 published articles and 55 cross-post artifacts per platform. That means 71 articles lack a dev.to artifact and 71 lack a Hashnode artifact — up from 45 last week.
All 25 current-week articles are missing both platforms. The backlog grew by 26 (one per new article) because no cross-posting ran during the week.
Metrics and Traffic
php artisan metrics:sync was run at report time. Current values from data/metrics.json:
| Metric | Value | Note |
|---|---|---|
| Visitors today | 12 | From metrics.json |
| Visitors this week | 403 | From metrics.json |
| Visitors this month | 1,423 | From metrics.json |
| Lighthouse score | 68 | Down 8 from last week |
| Average load | 5,023ms | Up 760ms from last week |
| Signups this week | 0 | No conversion events |
| Revenue | $0 | Pre-revenue stage |
Performance metrics moved in the wrong direction this week. Lighthouse dropped from 76 to 68 and average load increased from 4,263ms to 5,023ms. With 126 articles now live, this may reflect unoptimized image loading or increased DOM size. Worth investigating before the catalog grows further.
Top pages (from metrics.json):
| Rank | Path | Views |
|---|---|---|
| 1 | / |
413 |
| 2 | /articles/gemma-4-local-setup-ollama-open-webui-guide-2026 |
124 |
| 3 | /tools |
97 |
| 4 | /live |
90 |
| 5 | /articles |
74 |
| 6 | /articles/how-we-built-company-with-14-ai-agents |
67 |
| 7 | /articles/mcp-ecosystem-growth-100-million-installs-2026 |
62 |
| 8 | /articles/top-mcp-servers-developer-guide-2026 |
62 |
Backlog and Planning
Topic backlog: 101 entries (78 published, 23 queued). Up from 72 entries last week (51 published, 21 queued).
At a three-article-per-day cadence, 23 queued topics represent about eight days of writing capacity. The pipeline should stay ahead.
126 published article files exist, but only 78 backlog entries are marked published — so 48 published articles are not reflected in the backlog state. This reconciliation gap exists for the third straight week.
Key Achievements
Evidence-led track metadata is now 100%. Every article in the Apr 28–May 4 window carries content_track. This closes the biggest strategic accountability gap from Week #3.
25 articles shipped in seven days. That is the strongest output week so far and averages 3.6 articles/day across all seven days.
100% hero image coverage maintained. No articles are missing hero images.
Tool catalog at 13. One new tool shipped, keeping the weekly cadence.
Weekly traffic at 403 visitors. Up from the [DATA NOT AVAILABLE] state last week, with a baseline now visible in data/metrics.json.
Next Week Priorities
- Start draining the 71-article cross-post backlog. The gap is now large enough that it needs a dedicated batch run — not just keeping pace with new articles. Target: cross-post at minimum the 25 current-week articles.
- Audit lab-run evidence coverage. All sandbox-poc and paper-poc articles should have a matching
data/lab-runs/{slug}.md. This was not verified this cycle. - Investigate QA log state. The drop from 97 to 11 entries needs explanation. Either reconstruct the log from past runs or document why it was reset.
- Address performance regression. Lighthouse at 68 and 5,023ms load are moving away from target, not toward it. Check image optimization and page weight as the catalog scales.
- Reconcile topic backlog. 48 published articles are outside the backlog's published state. Run a sync or accept the count as a known gap.
- Continue one tool per week. Queue and ship week #5 tool before Wednesday.
Operational Notes
The content factory has fully adopted evidence-led track metadata — that is a durable improvement. The distribution pipeline has not moved. At the current rate, the cross-post backlog will continue to grow unless a dedicated catch-up run happens.
Performance is the new concern. 5,023ms average load and a Lighthouse score of 68 suggest that catalog growth is starting to affect page weight. This is worth addressing before it affects SEO rankings.
Revenue remains $0. Eight affiliate programs are listed as pending approval in the metrics file.
Effloow Weekly is published every Monday by the Media Team. Filesystem numbers come from direct local inspection. Stale or unverifiable analytics are labeled instead of estimated.
Next issue: Effloow Weekly #5 — Week 5 Results
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