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Show HN: Cognitive Layers

https://github.com/CognitiveLayers/clayers
2•yrashk•1h ago
Like everybody else, I straddle the line of agentic coding psychosis – excited about moving faster than ever, but deeply concerned about losing the thread and producing something incomprehensible and hard to evolve.

This has been a problem before – underspecified projects, specifications going out of sync with the first line of code. We've just amplified it now.

A lot of people (myself included) have tried to maintain good specifications in markdown to give LLMs and humans maximal context. But this is still walls of text that poison anyone's context, regardless of their artificiality.

So I built a way to model knowledge as a graph that both people and LLMs can consume progressively – by navigating the graph or searching for specific connectivity patterns rather than ingesting everything at once.

At its core it's an open specification for layers that add progressively more semantic value: starting with prose, growing into terminology, tasks, concepts, API surfaces, and structured plans.

The most critical component is a layer that maps artifacts (such as code) to the knowledge model with good enough precision to track drift and coverage automatically.

1•Sharanxxxx•6s ago

Prompt Engineering Is Not. Engineering, That Is

https://the-infrastructure-mindset.ghost.io/prompt-engineering-is-not/
1•wphillipmoore•25s ago•0 comments

Creating new Python webframework –SlimeWeb

https://pypi.org/project/SlimeWeb/
1•Abilash_Suresh•1m ago•0 comments

New record: Laser for surgery cuts bone deeper than before

https://medicalxpress.com/news/2026-02-laser-surgery-bone-deeper.html
1•PaulHoule•1m ago•0 comments

Let's Standardize the 1970 Epoch

https://github.com/billpg/1970EpochalTime/
1•billpg•2m ago•0 comments

AI-Driven Offensive Security: The Current Landscape and What It Means

https://www.praetorian.com/blog/ai-driven-offensive-security/
1•tcbrah•2m ago•0 comments

Colorado River crisis: headwater states resist cuts, citing scarce supply

https://wyofile.com/amid-dire-situation-for-colorado-river-basin-headwater-states-say-they-cant-c...
1•toomuchtodo•3m ago•1 comments

NimbiCMS – a Markdown-first CMS for static servers

1•abel_vm•3m ago•0 comments

What's the biggest business you could run alone?

https://orischwartz.com/posts/whats-the-biggest-business-you-could-run-alone.html
1•fleaflicker•4m ago•0 comments

Intercom's model beats GPT 5.4 and Sonnet 4.6 at customer support resolutions

https://venturebeat.com/technology/intercoms-new-post-trained-fin-apex-1-0-beats-gpt-5-4-and-clau...
1•bscanlan•6m ago•0 comments

Refusal to Give the Govt Passwords to Personal Mobile Criminalized in Hong Kong

https://hk.usconsulate.gov/security-alert-2026032601/
1•jmsflknr•7m ago•0 comments

Development of 3D-printed chitosan/p-coumaric acid scaffolds for wound healing

https://www.sciencedirect.com/science/article/pii/S0939641125003315
1•PaulHoule•7m ago•0 comments

Gratitude Without God

https://www.theatlantic.com/health/archive/2014/11/the-phenomenology-of-gratitude/383174/
1•amadeuspagel•8m ago•1 comments

Show HN: I built AI agents that debate questions LLMs usually refuse to answer

https://factagora.com/
1•ttlcc13•9m ago•0 comments

Mojave Sequence: Website to generate personalized small business options

https://mojavesequence.base44.app
1•DesertMesa•9m ago•0 comments

Do you want to follow the Obsidian Kernel? Click here

https://github.com/roading-os/Obsidian-Kernel
2•oretuff•11m ago•0 comments

BPFdoor in Telecom Networks: Sleeper Cells in the Backbone

https://www.rapid7.com/blog/post/tr-bpfdoor-telecom-networks-sleeper-cells-threat-research-report/
2•speckx•11m ago•0 comments

Coca-Cola, Walmart outgoing CEOs cite AI in decisions to step down

https://www.cnbc.com/2026/03/26/coca-cola-james-quincey-walmart-doug-mcmillon-artificial-intellig...
2•kjhughes•11m ago•1 comments

OpenTelemetry Profiles Enters Public Alpha

https://opentelemetry.io/blog/2026/profiles-alpha/
2•tanelpoder•15m ago•0 comments

Gonon: Building a Clock with No Numerals

https://tonygaeta.com/perceptor/code/gonon
2•nullpath•15m ago•0 comments

AWStrology: What Star Sign Is Every AWS Service?

https://medium.com/@brookejamieson/awstrology-what-star-sign-is-every-aws-service-908c417e65a6
2•brookejamieson•15m ago•0 comments

Show HN: Micro – apps without ads, algorithms or tracking

https://micro.mu
2•asim•16m ago•0 comments

Arc Pudding – A scriptable compass and rule drawing tool

https://hlnet.neocities.org/arc-pudding/
2•maitland•16m ago•0 comments

Canaries in the Coal Mine? Six Facts about the Recent Employment Effects of AI [pdf]

https://digitaleconomy.stanford.edu/app/uploads/2025/11/CanariesintheCoalMine_Nov25.pdf
2•Vaslo•17m ago•0 comments

Are LLMs Reliable Code Reviewers?

https://arxiv.org/abs/2603.00539
2•PaulHoule•17m ago•0 comments

Show HN: An unstructured data workspace for data transformations with LLM

https://www.usefolio.ai/
2•nibab•18m ago•0 comments

US Postal Service to introduce 8% fuel surcharge on packages

https://www.theguardian.com/business/2026/mar/25/us-postal-service-fuel-surcharge
4•hypeatei•18m ago•0 comments

Intercom create a custom model for customer support

https://twitter.com/eoghan/status/2037197696075981124
2•bscanlan•18m ago•0 comments

Pitfalls to watch out for as your team adopts DORA's software delivery metrics

https://dora.dev/guides/dora-metrics/#common-pitfalls
2•mooreds•19m ago•0 comments

Judge dismisses lawsuit by Musk's X Corp accusing advertisers of illegal boycott

https://www.reuters.com/world/judge-dismisses-lawsuit-by-musks-x-corp-accusing-advertisers-illega...
6•babelfish•20m ago•0 comments