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My Opinion on RL

2•umjunsik132•1h ago
I think RL as a method which produces training data by model's predictions — It directly leads the model to extend its output range because of increased diversity of the data. However, fundamentally RL relies on bootstrapping and has moving target problem which are the reason of its poor stability. One of the most tractable method to approximate value function is TD which causes sample noise, function approximator error and moving target problems. I argue that we need to extend pure RL theory at the level of the Bellman equation to achieve more stable RL. Consequently, we need both a better mathematical foundation for value functions and a tractable approximation method that are aligned with each other — free from problems

Manifest for RISC-V Constant Time Floating-Point Operations

https://fprox.substack.com/p/manifest-for-risc-v-constant-time
1•hasheddan•7m ago•0 comments

The Flat Curve Society

https://steve-yegge.medium.com/the-flat-curve-society-36c8b01eb33b
1•fbuilesv•11m ago•0 comments

Why Gen Z Is Nostalgic for a Digital World They Never Knew

https://decodingvibes.com/blog/genz-and-frutiger-aero/
1•altmanaltman•14m ago•0 comments

The Story of the UK General Strike

https://www.nationalarchives.gov.uk/explore-the-collection/stories/the-general-strike/
1•petethomas•15m ago•0 comments

Show HN: Open-source Notion-style personal site / blog

https://github.com/terryds/notion-style-personal-site
1•terryds•16m ago•0 comments

Progressive Disclosure

https://en.wikipedia.org/wiki/Progressive_disclosure
1•Austin_Conlon•17m ago•0 comments

Trump Ally Wins Colombia Election, Heralding Pro-Market Turn

https://www.bloomberg.com/news/articles/2026-06-22/trump-ally-wins-colombian-election-heralding-p...
1•baristaGeek•24m ago•1 comments

Show HN: HyperSnatch – local-first evidence workstation for Windows

https://github.com/Z3r0DayZion-install/hypersnatch/releases/tag/v1.6.11
1•neuralshell•28m ago•0 comments

Show HN: Typevia live LaTeX editing with AI assistance

https://www.typevia.com/
1•Niqht•32m ago•0 comments

Geopolitical jitters push Europe's internet registry away from cloud strategy

https://www.theregister.com/networks/2026/06/19/geopolitical-jitters-push-europes-internet-regist...
2•mooreds•36m ago•0 comments

Therapy ferrets used to kill rats at UK's largest children's prison

https://www.theguardian.com/society/2026/jun/21/therapy-ferrets-kill-rats-uk-largest-children-pri...
3•mooreds•39m ago•1 comments

WebGPU feature detection was not enough to run small LLMs on phones

https://ludion.ai/blog/webgpu-reports-vs-reality/
1•Littice•40m ago•0 comments

Speculation Is All You Need

https://modal.com/blog/spec-is-all-u-need
1•birdculture•40m ago•0 comments

Fugu: Learn to assemble, route, and coordinate expert agents [pdf]

https://github.com/SakanaAI/fugu/blob/main/Fugu_technical_report.pdf
2•saran945•41m ago•0 comments

Extreme Time Value of Money: Late-Stage Career Planning (2021)

https://newsletter.kentbeck.com/p/extreme-time-value-of-money-late
1•mooreds•41m ago•0 comments

Manticore Search 27.1.5

https://manticoresearch.com/blog/manticore-search-27-1-5/
1•snikolaev•52m ago•1 comments

Chile turned to China for an undersea cable. The U.S. said no

https://restofworld.org/2026/chile-china-america-google-cable/
3•higginsniggins•58m ago•0 comments

AI Watchdog

https://www.theatlantic.com/category/ai-watchdog/
1•mikhael•59m ago•0 comments

Ask HN: What will AI coding look like when today's CS freshmen graduate?

1•linzhangrun•1h ago•0 comments

Show HN: Local-first LaTeX editor – open-source

https://apps.microsoft.com/detail/9p6038j2bxtp?hl=en-US&gl=US
2•leonardosalasd•1h ago•0 comments

Canadian government spent $46.8M on a secret Palantir contract

https://theijf.org/brief/canadian-palantir-contract-amendments-obd
4•logickkk1•1h ago•0 comments

Sakana Fugu

https://sakana.ai/fugu/
35•Finbarr•1h ago•3 comments

Show HN: Free AI courses that require a short reflection to earn a certificate

https://www.abc.com.py
1•pfannl•1h ago•0 comments

Why the Human Genome's Tangled Physicality May Confound AI

https://www.quantamagazine.org/why-the-human-genomes-tangled-physicality-may-confound-ai-20260618/
1•Jimmc414•1h ago•0 comments

Tlbic: A Time-Limited Basic Income System Designed with AI, v7.0

https://drive.google.com/file/d/1MtiNjQeQO9ilLuEFXwVeKgWOzec4F2Dn/view?usp=drive_link
2•michikawa59•1h ago•4 comments

Staggeringly precise optical lattice clock has a wealth of practical application

https://www.nippon.com/en/in-depth/d01235/
1•anigbrowl•1h ago•0 comments

Rights for Gods

https://www.lrb.co.uk/blog/2026/june/rights-for-gods
3•mitchbob•1h ago•1 comments

Microbubbles in Medicine

https://worksinprogress.co/issue/microbubbles/
3•Jimmc414•1h ago•0 comments

Microsoft Activation Scripts – Activate Windows / Office / ESUs

https://github.com/massgravel/Microsoft-Activation-Scripts
2•beatthatflight•1h ago•2 comments

Watt lies beneath (Geothermal Energy)

https://worksinprogress.co/issue/watt-lies-beneath/
1•Jimmc414•1h ago•0 comments