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anoncheg

@anoncheg@mastodontech.de
mastodon 4.7.2
  • Open on mastodontech.de

Programmer. AI, ML, DS Engineer. Gentoo GNU Linux and Emacs fan. They banned me at Telegram and at libre.chat and at Matrix groups, but I will not shut up.
anoncheg1.neocities.org pass:5percent

0 Followers
0 Following
25 Posts
Joined January 06, 2026
Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P6: Reasoning of LLM as CoT with molecular folding (reviewing article) [2026-02-24 Tue]

- Reasoning depth more important than the sheer number of steps for complex tasks.

https:/ /arxiv. org/html /2601.06002v2
https://arxiv.org/html/2601.06002v2
⚰ #dailyreport #conciousness #llm #agi #reasoning #airesearch #ChainofThoughts #thinkingpath #reasoningpath

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P5: Reasoning of LLM as CoT with molecular folding (reviewing article) [2026-02-24 Tue]

- Keywords like "wait" accelerate learning.
- Prompt that increase consciousness: "Label every small part of your answer with [exploration] or [validation]."
- Reflective behaviors good for challenging tasks and bad simpler ones, introduce "overthinking". #dailyreport #conciousness #llm #agi #reasoning #airesearch #ChainofThoughts #thinkingpath #reasoningpath

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Open post
anoncheg @anoncheg@mastodontech.de
· 3w ago

Title: P2: Main principles of programming and AI Engineering.

  • Red-Team & Adversarial Checks – Systematically
  • Modular Composability - for upgrading independently
  • Cost-Latency-Quality Trade-offs - route, cache, compress, and batch to control costs and meet SLAs.
  • Observability & Traceability
  • Human-in-the-Loop Feedback
  • Ethical-by-Design - Guardrails from Day 0 #dailyreport #aiengineering #principles #aiprinciples #programming
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Open post
anoncheg @anoncheg@mastodontech.de
· 3w ago

Title: P1: Main principles of programming and AI Engineering.

  • Outcome-Oriented Principle - not model benchmarks, real impact.
  • Clarity & Structure Principle - reliability
  • Iterative Decomposition Principle - step-by-step for error reduction and modularity.
  • Grounding-First Principle - Base answers on trusted external or retrieved sources
  • Data Hygiene & Provenance - one bad source poisons results long-term #dailyreport #aiengineering #principles #aiprinciples #programming
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Open post
anoncheg @anoncheg@mastodontech.de
· 3w ago

Title: P3: Main principles of programming and AI Engineering.

SOLID "Interface Segregation Principle": (relevant now with AI) Such shrunken interfaces are also called role interfaces. ISP is intended to keep a system decoupled and thus easier to refactor.

Carnegie Mellon Institute:

  1. Problem Suitability – Use AI only when needed, keep solutions simple. #dailyreport #aiengineering #principles #aiprinciples #programming
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Open post
anoncheg @anoncheg@mastodontech.de
· 3w ago
Title: P6: Main principles of programming and AI Engineering. http s:/ /w ww.sei.cmu. edu/documents/582/2019_019_001_634648.pdf http s:/ /www.turingcollege .com/playbooks/ai-engineering-guidebook ⚰ #dailyreport #aiengineering #principles #aiprinciples #programming
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Open post
anoncheg @anoncheg@mastodontech.de
· 3w ago
Title: P0: Feelings and conversation [2026-01-13 Tue] Today, I have grasped the meaning of conversation for people. They talk to each other to create a tension for love, like birds searching for a partner. So, they speak to judge one another, or simply to have fun, or to find calmness. They don’t really share information, it’s all about feelings. Feelings have a fundamental role, which we are only beginning to discover. ⚰ #dailyreport #psychologic #conversation #physiology
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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P8: Tech Interview Guide – The Test Without Tests. [2026-03-21 Sat]

- Imerative, demanding, instructive tone, replace it with "I appreciate your consideration of my candidacy If we finish here I SUGGEST to meet again later".

"Didn't succeed, thank the Lord, for small mercies" — Depeche Mode.
I was trying to follow the hacker ethic in the image attached.
⚰ #interview #techinterview #techjob #itjobs #programmer #aiengineer #antitest #communication #conversation

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P7: Tech Interview Guide – The Test Without Tests. [2026-03-21 Sat]

- Giving long answers.
- Answering test questions directly, such as "What is A/B testing?" or "What is PyTorch?" Instead, simply state that you know the topic. Repeat the question to give yourself a pause and assess if it is a test. #interview #techinterview #techjob #itjobs #programmer #aiengineer #antitest #communication #conversation

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P6: Tech Interview Guide – The Test Without Tests. [2026-03-21 Sat]

- Saying that you don't have time for something.
- Saying that you don't know or can't do something. Instead, explain what you know and what you have experience with.
- Ignoring the steps or rules of the interview, or failing to follow the requested conversation style provided at the beginning. #interview #techinterview #techjob #itjobs #programmer #aiengineer #antitest #communication #conversation

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P5: Tech Interview Guide – The Test Without Tests. [2026-03-21 Sat]

- If asked for homework tasks: Clearly decline and explain that your pet projects already demonstraskills.

**Ending on a Positive Note:**
“It’s not how you start that’s important, but how well you finish!” — Jim George
Avoid criticism, highlight positive moments.

**Avoid:** #interview #techinterview #techjob #itjobs #programmer #aiengineer #antitest #communication #conversation

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P4: Tech Interview Guide – The Test Without Tests. [2026-03-21 Sat]

- For test questions or tasks: Politely suggest the interviewer review your blog, articles, or GitHub instead.
- If asked to use an online editor: Kindly decline, request assistance and stay collaborative. Don’d thing. #interview #techinterview #techjob #itjobs #programmer #aiengineer #antitest #communication #conversation

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P3: Tech Interview Guide – The Test Without Tests. [2026-03-21 Sat]

- For personal or confidential information: Ask why it’s needed. If not relevant to work, mention that sharing such information goes against ethical principles. Politely ask to share it after a job offer. (ex. your age, bad habits, kids) #interview #techinterview #techjob #itjobs #programmer #aiengineer #antitest #communication #conversation

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P2: Tech Interview Guide – The Test Without Tests. [2026-03-21 Sat]

- Start with a light joke to break the ice.

**How to Respond When Asked:**
- If asked about your last two workplaces, maybe they haven’t read your CV. If you tell the truth, you risk being rejected. You can lie to appear clever or politely ask them to read your CV first. #interview #techinterview #techjob #itjobs #programmer #aiengineer #antitest #communication #conversation

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P1: Tech Interview Guide – The Test Without Tests. [2026-03-21 Sat]

- How many applicants do you plan to review and how many to hire? (Chances to be hired.)
- What is the contract type? It should be independent of performance or bonuses. Are projects and payments guaranteed?

**Your Experience:**
- Highlight main projects relevant to the current job position. #interview #techinterview #techjob #itjobs #programmer #aiengineer #antitest #communication #conversation

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P0: Tech Interview Guide – The Test Without Tests. [2026-03-21 Sat]

Be open and positive! Agree to the rules.

**Questions to Ask:**
- Has my GitHub account been reviewed? If not, please finish the review. We can continue afterwards or do it right now with your sharing screen. No alternative here. #interview #techinterview #techjob #itjobs #programmer #aiengineer #antitest #communication #conversation

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P1: Hackers ethic [2026-03-17 Tue]

- Identity :: Does it invite and shape a particular community or value set?

I think, ethic is like a poetry, should be idealistic. That is I think all this is outdated.

Ethic should prioritize: finding appropriate level,
anonymity, requirement of moving forward by
construction and revolution, taking into account 5 #dailyreport #ethic #hacking

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P0: Hackers ethic [2026-03-17 Tue]

I have been reading about Levy's hacker ethic and Allison Parrish ethic.

Levis is idealistic, while Allisons is more low-key.

Allisons ethic recommend to think about:
- Access :: Does it facilitate broader access & reflect on exclusion?
- Openness :: Are data sources, biases, and labor considered and acknowledged?
- Authority :: Is authority/systems embedded or challenged thoughtfully? #dailyreport #ethic #hacking

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P3: G3N3RAT3 SYNTH3T1C WORDZ. Человек придумать новые слова. [2026-03-09 Mon]

Шейдлом Shadelom — раскрыть секрет, снять покров («shade» — тень)
Бодисвивить Bodysviviti — красоваться на камеру («body» + «swivel» — вертеться)
Зефирчик Zephyrcheg — милый/сладкий мальчик («зефир» — маршмеллоу)
⚰ #art #poetry #wordsplay

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P2: G3N3RAT3 SYNTH3T1C WORDZ. Человек придумать новые слова. [2026-03-09 Mon]

Скрамбить/овать Scrambiti — придумывать план воровства («scramble» — свалка, драться, карабкаться)
Блиттер Blitter — разрушитель, организатор флешмоба («blitz» + «территория»)
Глитчерфейс Glitcherface — разбитое лицо («glitch» — сбой + «face»)
Граспик Graspik — уловить суть, понять («grasp» + «pic») #art #poetry #wordsplay

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P1: G3N3RAT3 SYNTH3T1C WORDZ. Человек придумать новые слова. [2026-03-09 Mon]

Крэпать Krepati — убивать (crap дерьмо, crip инвалид, creep мурашки)
Фэйдануть Fadeanuti — перекрасить в готику («fade» — увядать)
Бличить Bleachiti — убирать врагов («bleach»)
Тузлячить Tuzlyachit — пантоваться (от «туз»)
Скрэйпнуть Scrapenut — мелко воровство («scrape» — соскрести) #art #poetry #wordsplay

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P0: G3N3RAT3 SYNTH3T1C WORDZ. Человек придумать новые слова. [2026-03-09 Mon]

Трешмэшить Trashmashiti — колдовать из мусора («trash» + «mash»)
Гэнгбэнчить Gengbenchiti — тусоваться на улице («gang» банда + «bench» лавочка)
Разлейсить Razleisiti — украшать узором («lace» узор)
Синтаксик Syntasick — ловкач, изобретатель («syntax/synthetic»)
Фраговать Fragovati — валить врагов («frag» — убийство в играх) #art #poetry #wordsplay

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P0: No jobs in IT and automation level with AI. [2026-03-07 Sat]

Since 2023: https://www.businessinsider.com/tech-jobs-getting-demolished-great-recession-dot-com-era-2026-3

https://www.anthropic.com/research/labor-market-impacts

Profession automated through AI right now:
- programmers — 74.50f tasks are already automated
- customer service operators — 70.1 #jobs #jobsmarket #itjobs #aiautomation #labors #ailabors

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P1: AI coding SDLC with opensource. [2026-03-07 Sat]

It didn’t launch with a working OpenAI key. I don’t want to find out why.

So I didn’t solve the task for the Python-developer position and am hence still unemployed.
⚰ #dailyreport #macos #docker #SDLC #aicoding #vibecoding #openhands

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Open post
anoncheg @anoncheg@mastodontech.de
· 2w ago

Title: P0: AI coding SDLC with opensource. [2026-03-07 Sat]

I was trying to install "OpenHands" paper2code solution in Docker.

- I configured Docker on lima on VZ Apple virtualization.
- I configured privoxy (for pulling) and redsocks proxy (for containers) for Docker.
- I created my first multi-platform Docker image with the help of Github Actions.

I was trying to install OpenHands on my macbook for games. #dailyreport #macos #docker #SDLC #aicoding #vibecoding #openhands

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