shin1346

[John Cleese @JohnCleese]

This footaqge will not be seen on the BBC

They won't consider it news

But it's 'News' section is 50% show biz trivia

[marfin @marfinxx]

Microsoft researchers published a landmark study defining the shift from Harness Engineering to Loop Engineering in coding agents

essential for software architects deploying autonomous developers, Claude Code loops, and production execution harnesses

evaluating coding agents on static harness wrappers is fundamentally flawed: one-shot prompts fail as task horizon expands because unmanaged loops suffer from state drift and unrecoverable execution errors

their LoopsBench framework establishes a dynamic evaluation stack for self-correcting agent loops

six internal mechanisms of the production loop stack:

01 Evidence-Gated Retry Control
→ evaluates intermediate execution logs to trigger targeted retries instead of burning tokens on full prompt reruns

02 Zero-Sleep Continuous Execution
→ dispatches non-blocking tool calls across execution steps without developer latency pauses

03 Context-Isolated Loop State
→ strips intermediate error bloat post-verification to keep working memory clean across 50+ execution turns

04 Execution State Checkpointing
→ saves verified AST tree snapshots after each successful sub-task to enable instant rollback on failure

05 Automated Diagnostic Probing
→ injects targeted test probes into candidate code paths to isolate compiler and runtime exceptions

06 Deterministic Convergence Gate
→ terminates execution loops automatically when all linter rules and unit test assertions pass

unifying harness engineering with self-correcting loop control transforms non-deterministic coding models into reliable production software engineers

Read the complete breakdown in the article below ↓

[shin1346 @shin13461]

My cat followed me to the bathroom like a bodyguard and they looked so proud of themselves. (Lào)

[shin1346 @shin13461]

@y79323 @lovely_jisub735 couldn't have said it better ✓

[मंगलम तिवारी @MahamangalT]

YAJÑEŚVARAṀ SAMPRATI HAVYAKAVYAM 🙏🌺
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TATHĀGATIṀ LOKA-SADĀŚIVO YAḤ॥ 🙏🌺
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ĀRĀDHITO YAŚCA DADĀTI SARVAṀ॥ 🙏🌺
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NAMĀMI DĀNAPRIYAM IṢṬADEVAM॥ 🙏🌺
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यज्ञेश्वरं सम्प्रति हव्यकव्यं
तथागतिं लोकसदाशिवो यः ।
आराधितो यश्च ददाति सर्वं
नमामि दानप्रियमिष्टदेवम् ॥

[Ahmed in gaza 🇵🇸🍉 @fayyadnidal3]

Don't skip
Help us in any way you can🙏🏾

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I desperately need milk for my baby.🍼
https://t.co/WFJR5Oo5xL

[shin1346 @shin13461]

The best part of visiting Kyoto was the local indie scene. (Tiếp)

[#BALDGUYWITHABOWTIE @baldguybowtie]

Do you Fear new things? When working towards your goals it’s important to track & understand where you are so you can decide what matters. If you can’t track it then it’s not a REAL goal! FEAR takes over in the absence of information. Don’t let your emotions make your decisions.

[Jack Duval🌊 @jackduval]

2 years ago, Jordan "The Fearless Patriot" Salinas posted on Facebook "train like your life depends on it because God forbid, one day it might"

Today he helped save the lives of countless civilians from an active shooter at the In-N-Out in Twin Falls, Idaho

what's chilling is that in this very facebook post from 2 years ago, he is posed in the exact same way and holding what appears to be the same gun that he used to save the lives of countless individuals today

[John Cleese @JohnCleese]

Noone in the Labour cabinet is intelligent enough to understand the importance of this

[J.K. Rowling @jk_rowling]

These young women are heroines. They're peacefully protesting against the grotesque unfairness of men playing in women's sport. The only people who are "f*cking insane" here are those making a mockery of fair sport for women and trying to bully girls like this into silence.

[shin1346 @shin13461]

I could spend hours at the harbor and not get bored. (Xê)

[shin1346 @shin13461]

People who say surfing is boring have never tried it (Cấp)

[Shubhankar @satyakosh]

Today I sealed something that can never be quietly edited again.Satyakosh (सत्यकोश, "treasury of truth") — a permanent, tamper-evident public ledger of verified facts.The 30-day adversarial review opens now. I'm inviting you to break it. 🧵

[shin1346 @shin13461]

Going camping reminds me that the world is bigger than my problems. - Một K. Cao

[Cryton @crytonbuton]

This custom Mac mini setup quietly prints money.

Around $9,700/month.

Not crypto.

Not dropshipping.

AI development.

Claude Code handles repetitive engineering.

The Mac mini hosts apps and automations.

$5,000 SaaS builds.

$599 hardware.

$60/month tools.

20+ hours saved every month.

Most people buy bigger computers.

The smart ones buy leverage.

You're early.

[shin1346 @shin13461]

The feeling of the warmth of a bonfire is everything - Thế C. Đào

[shin1346 @shin13461]

Nothing beats classical while working from home. - Đình Q. Lưu

[fares . sh 🇵🇸 @fares__2001]

Humanity check 😭

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I desperately need FOOD for my baby 👶💔

https://t.co/VW7YnQfJX1