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Ask HN: Anyone using "Deep Agents" for production or operational tasks?

2•codecracker3001•2h ago
Is anyone using deep agents (LangChain or others like Claude Code, Codex) internally in their company or for real work that is non-coding?

I'm building one for a specific task, mainly to run through cron (but users can also chat/ask/provide feedback), and I'm trying to understand best practices.

Can anyone share any examples? I'd like to see something that is not a research agent, a coding agent, or a data/financial analyst agent, but something that does real work.

Surviving the Streaming Dungeon with Kafka Queues

https://rion.io/2026/02/02/surviving-the-streaming-dungeon-with-kafka-queues/
1•rionmonster•33s ago•0 comments

Jemalloc

https://github.com/jemalloc/jemalloc
1•flykespice•1m ago•0 comments

AdonisJS 7.0.0 Has Been Released

https://adonisjs.com/
1•krthr•1m ago•0 comments

U.S. Capabilities Are Showing Signs of Rot

https://www.theatlantic.com/ideas/2026/03/military-failures-trump-iran/686244/
1•Jtsummers•1m ago•0 comments

Sam Altman Wants Elected Officials, Not OpenAI, to Decide How Military Uses AI

https://www.wsj.com/tech/ai/sam-altman-wants-elected-officials-not-openai-to-decide-how-military-...
2•ndkap•1m ago•0 comments

I trained an LLM from loss 11.47 to loss 2.35 on one TPU v5e for $1.16

https://github.com/2001sameersharma/twodollarllm
1•twodollarllm•1m ago•0 comments

The Glaring Oversight in the U.S. War Plan

https://www.theatlantic.com/national-security/2026/03/iran-war-drones-ukraine-pentagon/686249/
1•Jtsummers•1m ago•0 comments

AI Safety Has 12 Months Left

https://mhdempsey.substack.com/p/ai-safety-has-12-months-left
1•gmays•3m ago•0 comments

Imagination Is Work

https://seths.blog/2026/03/imagination-is-work/
1•herbertl•4m ago•0 comments

Show HN: TrueLock – secure messages as encrypted files with unlock rules

https://truelock.pro/
1•dkatsura•5m ago•0 comments

GitHub Having Issues

https://www.githubstatus.com/incidents/g9j4tmfqdd09
4•ZeWaka•6m ago•2 comments

Labor Market Impacts of AI

https://www.anthropic.com/research/labor-market-impacts
2•jjwiseman•9m ago•0 comments

Tapadas Limeñas: Lima's Mysterious Women Revealed

https://blog.viajesmachupicchu.travel/en/tapadas-limenas-limas-mysterious-women-revealed/
1•petethomas•10m ago•0 comments

Shipping System Fonts to Github.com

https://markdotto.com/blog/github-system-fonts
1•rbanffy•11m ago•0 comments

Show HN: Bus Core – a local-first ERP for small manufacturing shops

2•True-Good-Craft•11m ago•0 comments

Show HN: Fitopoly – a fitness app that turns workouts into territory conquest

https://www.fitopoly.app
2•63labs•12m ago•0 comments

Cluely CEO Roy Lee admits to publicly lying about revenue numbers last year

https://techcrunch.com/2026/03/05/cluely-ceo-roy-lee-admits-to-publicly-lying-about-revenue-numbe...
5•minimaxir•14m ago•2 comments

Show HN: Presage – Real-time insider detection for prediction markets

https://www.usepresage.com/
2•Jonsh92•15m ago•0 comments

Opik – An Observability Layer for OpenClaw

https://github.com/comet-ml/opik-openclaw
1•calebkaiser•15m ago•0 comments

(Science paper) Researchers 3D-print elephant figure inside a living, human cell

https://advanced.onlinelibrary.wiley.com/doi/epdf/10.1002/adma.202519286
1•Muhammad523•16m ago•0 comments

ChatGPT 5.4 Pro: A simple 'Hi' cost me $80

https://xcancel.com/Yuchenj_UW/status/2029645361548251271?s=20
2•doener•16m ago•0 comments

Tech firms pledge to pay for AI data centre power costs. But will they?

https://www.bbc.com/news/articles/cx244kdplnzo
2•inaros•17m ago•0 comments

Cognitive Task Partitioning: an architecture for AI-assisted development

https://github.com/UglyEgg/cognitive-task-partitioning
2•majeric•18m ago•0 comments

Netflix is buying Ben Affleck's AI startup

https://www.theverge.com/streaming/889973/netflix-ben-affleck-interpositive-ai
2•ripe•19m ago•0 comments

A Darkly Modern Guide to Betting on War

https://www.bloomberg.com/news/articles/2026-03-03/iran-war-tests-insider-trading-death-wagers-on...
3•smcin•21m ago•1 comments

Google makes Gmail, Drive, and Docs 'agent-ready' for OpenClaw

https://www.pcworld.com/article/3079523/google-makes-gmail-drive-and-docs-agent-ready-for-opencla...
2•TMWNN•21m ago•0 comments

"An Engineer Looks at Electronic Computing" 1965 IBM 1130 Computing System [video]

https://www.youtube.com/watch?v=k-bmCJyoBu4
2•rbanffy•22m ago•0 comments

Analysis Suggests School Was Hit Amid U.S. Strikes on Iranian Naval Base

https://www.nytimes.com/2026/03/05/world/middleeast/iran-school-us-strikes-naval-base.html
2•hggh•22m ago•0 comments

Musk tells jury 'people read too much' into his posts

https://www.bbc.com/news/articles/c7433dz4ykwo
3•inaros•25m ago•0 comments

Web-Haptics: Haptic Feedback Comes to iOS Safari

https://veritula.com/ideas/4511-web-haptics-haptic-feedback-finally-comes-to-io
2•dchacke•27m ago•1 comments