reddit/ai-dev/reddit-aiagents
r/AI_Agents
accepted
snapshot
2026-05-21
items
8
repeats
6
generic risk
low
reasons
none
r/AI_Agents: complaint-to-spec demand
Source Audit
2026-05-21 / 69 configured / 43 accepted / 6 rejected / 20 missing
observed
50
accepted
43
rejected
6
missing
20
accepted items
309
freshness
fresh
by class
ai-dev 7/2/3 / platform-primary 9/2/7 / public-consumer 6/0/2 / regional 8/0/3 / small-business 10/0/5 / startup-builder 3/2/0
reject reasons
high generic risk 6 / thin source count 5 / too few underlying items 5 / hype thread 1 / low product repeat 1 / no product intent repeat 1 / promo disclaimer 1
automation
personal-brief / daily 07:30 UTC / latest 2026-05-30
high / action
Inspect rejected source snapshots
high generic risk 6 / thin source count 5 / too few underlying items 5 / hype thread 1
r/startups / HN: agent evaluation / HN: AI observability / HN: product validation / GitHub issues: RAG provenance
high / action
Refresh missing source snapshots
20 configured source(s) have no accepted-or-rejected snapshot for this date. Missing classes: platform-primary 7 / small-business 5 / ai-dev 3.
r/toronto / r/Accounting / HN: small business / HN: consumer behavior / HN: AI coding agents
reddit/ai-dev/reddit-claudeai
r/ClaudeAI
accepted
snapshot
2026-05-21
items
8
repeats
4
generic risk
low
reasons
none
r/ClaudeAI: workflow reliability
reddit/ai-dev/reddit-devops
r/devops
accepted
snapshot
2026-05-21
items
8
repeats
6
generic risk
low
reasons
none
r/devops: complaint-to-spec demand
reddit/ai-dev/reddit-experienceddevs
r/ExperiencedDevs
accepted
snapshot
2026-05-21
items
8
repeats
4
generic risk
low
reasons
none
r/ExperiencedDevs: complaint-to-spec demand
reddit/ai-dev/reddit-localllama
r/LocalLLaMA
accepted
snapshot
2026-05-21
items
10
repeats
6
generic risk
low
reasons
none
r/LocalLLaMA: workflow reliability
reddit/ai-dev/reddit-selfhosted
r/selfhosted
accepted
snapshot
2026-05-21
items
10
repeats
2
generic risk
low
reasons
none
r/selfhosted: local control
reddit/ai-dev/reddit-webdev
r/webdev
accepted
snapshot
2026-05-21
items
7
repeats
6
generic risk
low
reasons
none
r/webdev: developer workflow friction
rss/platform-primary/rss-github-changelog
GitHub changelog
accepted
snapshot
2026-05-21
items
8
repeats
6
generic risk
low
reasons
none
GitHub changelog: developer workflow friction
github-issues/platform-primary/github-otel-ai
GitHub issues: AI observability
accepted
snapshot
2026-05-21
items
3
repeats
5
generic risk
low
reasons
none
GitHub issues: AI observability: workflow reliability
github-issues/platform-primary/github-copilot-review
GitHub issues: Copilot review
accepted
snapshot
2026-05-21
items
5
repeats
6
generic risk
low
reasons
none
GitHub issues: Copilot review: developer workflow friction
github-issues/platform-primary/github-llm-observability
GitHub issues: LLM observability
accepted
snapshot
2026-05-21
items
5
repeats
6
generic risk
low
reasons
none
GitHub issues: LLM observability: workflow reliability
github-issues/platform-primary/github-mcp-tools
GitHub issues: MCP and tools
accepted
snapshot
2026-05-21
items
3
repeats
5
generic risk
low
reasons
none
GitHub issues: MCP and tools: developer workflow friction
github-issues/platform-primary/github-nextjs-deploy
GitHub issues: Next.js deploy
accepted
snapshot
2026-05-21
items
4
repeats
5
generic risk
low
reasons
none
GitHub issues: Next.js deploy: complaint-to-spec demand (seeded history)
github-issues/platform-primary/github-rag-retrieval
GitHub issues: RAG retrieval
accepted
snapshot
2026-05-21
items
5
repeats
4
generic risk
low
reasons
none
GitHub issues: RAG retrieval: workflow reliability
rss/platform-primary/rss-google-developers
Google Developers blog
accepted
snapshot
2026-05-21
items
6
repeats
4
generic risk
low
reasons
none
Google Developers blog: workflow reliability
reddit/platform-primary/reddit-openai
r/OpenAI
accepted
snapshot
2026-05-21
items
8
repeats
5
generic risk
low
reasons
none
r/OpenAI: workflow reliability
reddit/public-consumer/reddit-cscareerquestions
r/cscareerquestions
accepted
snapshot
2026-05-21
items
5
repeats
5
generic risk
low
reasons
none
r/cscareerquestions: public consumer behavior shift (seeded history)
reddit/public-consumer/reddit-jobs
r/jobs
accepted
snapshot
2026-05-21
items
8
repeats
3
generic risk
low
reasons
none
r/jobs: public consumer behavior shift
reddit/public-consumer/reddit-personalfinance
r/personalfinance
accepted
snapshot
2026-05-21
items
8
repeats
5
generic risk
low
reasons
none
r/personalfinance: public consumer behavior shift
reddit/public-consumer/reddit-personalfinancecanada
r/PersonalFinanceCanada
accepted
snapshot
2026-05-21
items
8
repeats
3
generic risk
low
reasons
none
r/PersonalFinanceCanada: public consumer behavior shift (seeded history)
reddit/public-consumer/reddit-povertyfinance
r/povertyfinance
accepted
snapshot
2026-05-21
items
8
repeats
3
generic risk
low
reasons
none
r/povertyfinance: public consumer behavior shift
reddit/public-consumer/reddit-ukpersonalfinance
r/UKPersonalFinance
accepted
snapshot
2026-05-21
items
8
repeats
4
generic risk
low
reasons
none
r/UKPersonalFinance: public consumer behavior shift (seeded history)
reddit/regional/reddit-bangalore
r/bangalore
accepted
snapshot
2026-05-21
items
8
repeats
5
generic risk
low
reasons
none
r/bangalore: regional constraint watch
reddit/regional/reddit-bayarea
r/bayarea
accepted
snapshot
2026-05-21
items
3
repeats
2
generic risk
low
reasons
none
r/bayarea: public consumer behavior shift
reddit/regional/reddit-delhi
r/delhi
accepted
snapshot
2026-05-21
items
8
repeats
5
generic risk
low
reasons
none
r/delhi: public consumer behavior shift
reddit/regional/reddit-developersindia
r/developersIndia
accepted
snapshot
2026-05-21
items
8
repeats
3
generic risk
low
reasons
none
r/developersIndia: developer workflow friction (seeded history)
reddit/regional/reddit-india
r/india
accepted
snapshot
2026-05-21
items
8
repeats
2
generic risk
low
reasons
none
r/india: public consumer behavior shift
reddit/regional/reddit-london
r/london
accepted
snapshot
2026-05-21
items
5
repeats
3
generic risk
low
reasons
none
r/london: regional constraint watch (seeded history)
reddit/regional/reddit-mumbai
r/mumbai
accepted
snapshot
2026-05-21
items
8
repeats
3
generic risk
low
reasons
none
r/mumbai: developer workflow friction
reddit/regional/reddit-nyc
r/nyc
accepted
snapshot
2026-05-21
items
7
repeats
2
generic risk
low
reasons
none
r/nyc: local control
reddit/small-business/reddit-ecommerce
r/ecommerce
accepted
snapshot
2026-05-21
items
10
repeats
6
generic risk
low
reasons
none
r/ecommerce: small-business operations pressure
reddit/small-business/reddit-entrepreneur
r/Entrepreneur
accepted
snapshot
2026-05-21
items
10
repeats
4
generic risk
low
reasons
none
r/Entrepreneur: complaint-to-spec demand
reddit/small-business/reddit-etsy-sellers
r/EtsySellers
accepted
snapshot
2026-05-21
items
8
repeats
4
generic risk
low
reasons
none
r/EtsySellers: small-business operations pressure
reddit/small-business/reddit-freelance
r/freelance
accepted
snapshot
2026-05-21
items
3
repeats
3
generic risk
low
reasons
none
r/freelance: launch and distribution friction
reddit/small-business/reddit-indiehackers
r/indiehackers
accepted
snapshot
2026-05-21
items
8
repeats
5
generic risk
low
reasons
none
r/indiehackers: complaint-to-spec demand (seeded history)
reddit/small-business/reddit-marketing
r/marketing
accepted
snapshot
2026-05-21
items
4
repeats
4
generic risk
low
reasons
none
r/marketing: agent evaluation (seeded history)
reddit/small-business/reddit-sales
r/sales
accepted
snapshot
2026-05-21
items
7
repeats
5
generic risk
low
reasons
none
r/sales: complaint-to-spec demand (seeded history)
reddit/small-business/reddit-shopify
r/shopify
accepted
snapshot
2026-05-21
items
8
repeats
5
generic risk
low
reasons
none
r/shopify: small-business operations pressure
reddit/small-business/reddit-smallbusiness
r/smallbusiness
accepted
snapshot
2026-05-21
items
10
repeats
3
generic risk
low
reasons
none
r/smallbusiness: small-business operations pressure
rss/small-business/rss-shopify-changelog
Shopify changelog
accepted
snapshot
2026-05-21
items
7
repeats
2
generic risk
low
reasons
none
Shopify changelog: small-business operations pressure
reddit/startup-builder/reddit-productmanagement
r/ProductManagement
accepted
snapshot
2026-05-21
items
8
repeats
3
generic risk
low
reasons
none
r/ProductManagement: complaint-to-spec demand (seeded history)
reddit/startup-builder/reddit-saas
r/SaaS
accepted
snapshot
2026-05-21
items
10
repeats
4
generic risk
low
reasons
none
r/SaaS: complaint-to-spec demand
reddit/startup-builder/reddit-sideproject
r/SideProject
accepted
snapshot
2026-05-21
items
10
repeats
5
generic risk
low
reasons
none
r/SideProject: complaint-to-spec demand
hacker-news/ai-dev/hn-agent-eval
HN: agent evaluation
rejected
snapshot
2026-05-21
items
0
repeats
2
generic risk
high
reasons
too few underlying items / high generic risk / thin source count
HN: agent evaluation: workflow reliability
hacker-news/ai-dev/hn-ai-observability
HN: AI observability
rejected
snapshot
2026-05-21
items
1
repeats
3
generic risk
high
reasons
too few underlying items / high generic risk / thin source count
HN: AI observability: workflow reliability
github-issues/platform-primary/github-local-ai
GitHub issues: local AI
rejected
snapshot
2026-05-21
items
1
repeats
0
generic risk
high
reasons
too few underlying items / high generic risk / low product repeat / thin source count / no product intent repeat
GitHub issues: local AI: local control
github-issues/platform-primary/github-rag-provenance
GitHub issues: RAG provenance
rejected
snapshot
2026-05-21
items
1
repeats
2
generic risk
high
reasons
too few underlying items / high generic risk / thin source count
GitHub issues: RAG provenance: developer workflow friction
hacker-news/startup-builder/hn-product-validation
HN: product validation
rejected
snapshot
2026-05-21
items
0
repeats
2
generic risk
high
reasons
too few underlying items / high generic risk / thin source count
HN: product validation: workflow reliability
reddit/startup-builder/reddit-startups
r/startups
rejected
snapshot
2026-05-21
items
10
repeats
5
generic risk
high
reasons
high generic risk / promo disclaimer / hype thread
r/startups: complaint-to-spec demand
hacker-news/ai-dev/hn-ai-coding-agents
HN: AI coding agents
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
hacker-news/ai-dev/hn-mcp-tools
HN: MCP and tools
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
hacker-news/ai-dev/hn-rag-citations
HN: RAG citations
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
rss/platform-primary/rss-anthropic-release-notes
Anthropic release notes
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
rss/platform-primary/rss-cloudflare-blog
Cloudflare blog
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
github-issues/platform-primary/github-cloudflare-workers
GitHub issues: Cloudflare Workers
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
rss/platform-primary/rss-google-news-ai-regulation
Google News: AI regulation and agents
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
rss/platform-primary/rss-google-news-us-local-business
Google News: US local business
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
rss/platform-primary/rss-openai-news
OpenAI news
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
rss/platform-primary/rss-stripe-blog
Stripe blog
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
rss/public-consumer/rss-google-news-consumer-pressure
Google News: consumer pressure
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
hacker-news/public-consumer/hn-consumer-behavior
HN: consumer behavior
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
rss/regional/rss-google-news-regional-india
Google News: India regional issues
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
rss/regional/rss-google-news-india-startups
Google News: India startups and SMB
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
reddit/regional/reddit-toronto
r/toronto
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
rss/small-business/rss-google-news-creator-economy
Google News: creator and content businesses
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
rss/small-business/rss-google-news-eu-startups
Google News: Europe startups and SMB
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
rss/small-business/rss-google-news-smb
Google News: small business operations
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
hacker-news/small-business/hn-small-business
HN: small business
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date
reddit/small-business/reddit-accounting
r/Accounting
missing
snapshot
none
items
0
repeats
0
generic risk
missing
reasons
no snapshot for date