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One post per company. If it isn&#x27;t a household name,\nexplain what your company does.<p>Please only post if you are actively filling a position and are committed\nto replying to applicants.<p>Commenters: please don&#x27;t reply to job posts to complain about\nsomething. It&#x27;s off topic here.<p>Readers: please only email if you are personally interested in the job.<p>Searchers: try <a href=\"https:&#x2F;&#x2F;nthesis.ai&#x2F;public&#x2F;hn-who-is-hiring\" rel=\"nofollow\">https:&#x2F;&#x2F;nthesis.ai&#x2F;public&#x2F;hn-who-is-hiring</a>, <a href=\"https:&#x2F;&#x2F;dheerajck.github.io&#x2F;hnwhoishiring&#x2F;\" rel=\"nofollow\">https:&#x2F;&#x2F;dheerajck.github.io&#x2F;hnwhoishiring&#x2F;</a>,\n<a href=\"http:&#x2F;&#x2F;nchelluri.github.io&#x2F;hnjobs&#x2F;\" rel=\"nofollow\">http:&#x2F;&#x2F;nchelluri.github.io&#x2F;hnjobs&#x2F;</a>, <a href=\"https:&#x2F;&#x2F;hnjobs.emilburzo.com\" rel=\"nofollow\">https:&#x2F;&#x2F;hnjobs.emilburzo.com</a>.<p>Don&#x27;t miss this other fine thread: <i>Who wants to be hired?</i> <a href=\"https:&#x2F;&#x2F;news.ycombinator.com&#x2F;item?id=49156682\">https:&#x2F;&#x2F;news.ycombinator.com&#x2F;item?id=49156682</a>","time":1785769254,"title":"Ask HN: Who is hiring? 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Wow, that was a mouthful... If you found it interesting, join Reef Technologies and tackle complex technical challenges like this on your own terms: - Contribute from wherever you like; we are fully remote - Set your own time commitment, as long as it's at least 30h per week - See how we work in our handbook: github.com/reef-technologies/handbook - Influence the way we operate through our Sociocracy 3.0 decision-making process Salary on a B2B contract: - 45-70 USD or 180-280 PLN per hour - Flexible work schedule (as measured with a time tracker) - We automatically adjust rates based on inflation twice a year We're looking for someone with 5+ years of programming experience, including at least a year with Python (including open-source and significant personal projects). So, what do you think? You don't even need a CV; just go to https://careers.reef.pl/?utm_source=hackernews and shoot a few quick commands to apply. 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One post per company. If it isn&#x27;t a household name,\nexplain what your company does.<p>Please only post if you are actively filling a position and are committed\nto replying to applicants.<p>Commenters: please don&#x27;t reply to job posts to complain about\nsomething. It&#x27;s off topic here.<p>Readers: please only email if you are personally interested in the job.<p>Searchers: try <a href=\"https:&#x2F;&#x2F;nthesis.ai&#x2F;public&#x2F;hn-who-is-hiring\" rel=\"nofollow\">https:&#x2F;&#x2F;nthesis.ai&#x2F;public&#x2F;hn-who-is-hiring</a>, <a href=\"https:&#x2F;&#x2F;dheerajck.github.io&#x2F;hnwhoishiring&#x2F;\" rel=\"nofollow\">https:&#x2F;&#x2F;dheerajck.github.io&#x2F;hnwhoishiring&#x2F;</a>,\n<a href=\"http:&#x2F;&#x2F;nchelluri.github.io&#x2F;hnjobs&#x2F;\" rel=\"nofollow\">http:&#x2F;&#x2F;nchelluri.github.io&#x2F;hnjobs&#x2F;</a>, <a href=\"https:&#x2F;&#x2F;hnjobs.emilburzo.com\" rel=\"nofollow\">https:&#x2F;&#x2F;hnjobs.emilburzo.com</a>.<p>Don&#x27;t miss this other fine thread: <i>Who wants to be hired?</i> <a href=\"https:&#x2F;&#x2F;news.ycombinator.com&#x2F;item?id=49156682\">https:&#x2F;&#x2F;news.ycombinator.com&#x2F;item?id=49156682</a>","time":1785769254,"title":"Ask HN: Who is hiring? (August 2026)","type":"story"}}},{"id":320,"item_id":290,"score":60,"category":"product_idea","summary":"Demystifying evals for AI agents Jan 09, 2026","status":"new","note":"","ai_summary":"","recommended_action":"","proposal_draft":"","risk_note":"","immediate_pushed_at":null,"digest_pushed_at":null,"created_at":"2026-08-16T08:07:49.674191+00:00","updated_at":"2026-08-16T08:07:49.674191+00:00","llm_analyzed_at":null,"source_id":"anthropic_engineering_blog","url":"https://www.anthropic.com/engineering/demystifying-evals-for-ai-agents","title":"Demystifying evals for AI agents Jan 09, 2026","content":"Demystifying evals for AI agents Jan 09, 2026 official Anthropic engineering blog Claude developer platform coding agent tech trend\n\nDETAIL: Introduction Good evaluations help teams ship AI agents more confidently. Without them, it’s easy to get stuck in reactive loops—catching issues only in production, where fixing one failure creates others. Evals make problems and behavioral changes visible before they affect users, and their value compounds over the lifecycle of an agent. As we described in Building effective agents , agents operate over many turns: calling tools, modifying state, and adapting based on intermediate results. These same capabilities that make AI agents useful—autonomy, intelligence, and flexibility—also make them harder to evaluate. Through our internal work and with customers at the frontier of agent development, we’ve learned how to design more rigorous and useful evals for agents. Here's what's worked across a range of agent architectures and use cases in real-world deployment. The structure of an evaluation An evaluation (“eval”) is a test for an AI system: give an AI an input, then apply grading logic to its output to measure success. In this post, we focus on automated evals that can be run during development without real users. Single-turn evaluations are straightforward: a prompt, a response, and grading logic. For earlier LLMs, single-turn, non-agentic evals were the main evaluation method. As AI capabilities have advanced, multi-turn evaluations have become increasingly common. In a simple eval, an agent processes a prompt, and a grader checks if the output matches expectations. For a more complex multi-turn eval, a coding agent receives tools, a task (building an MCP server in this case), and an environment, executes an \"agent loop\" (tool calls and reasoning), and updates the environment with the implementation. Grading then uses unit tests to verify the working MCP server. 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I've been experimenting with a new approach to supervising language models that we’re calling \"agent teams.\" With agent teams, multiple Claude instances work in parallel on a shared codebase without active human intervention. This approach dramatically expands the scope of what's achievable with LLM agents. To stress test it, I tasked 16 agents with writing a Rust-based C compiler, from scratch, capable of compiling the Linux kernel. Over nearly 2,000 Claude Code sessions and $20,000 in API costs, the agent team produced a 100,000-line compiler that can build Linux 6.9 on x86, ARM, and RISC-V. The compiler is an interesting artifact on its own, but I focus here on what I learned about designing harnesses for long-running autonomous agent teams: how to write tests that keep agents on track without human oversight, how to structure work so multiple agents can make progress in parallel, and where this approach hits its ceiling. Enabling long-running Claudes Existing agent scaffolds like Claude Code require an operator to be online and available to work jointly. If you ask for a solution to a long and complex problem, the model may solve part of it, but eventually it will stop and wait for continued input—a question, a status update, or a request for clarification. To elicit sustained, autonomous progress, I built a harness that sticks Claude in a simple loop (if you’ve seen Ralph-loop, this should look familiar). When it finishes one task, it immediately picks up the next. (Run this in a container, not your actual machine). #!/bin/bash while true; do COMMIT=$(git rev-parse --short=6 HEAD) LOGFILE=\"agent_logs/agent_${COMMIT}.log\" claude --dangerously-skip-permissions \\ -p \"$(cat AGENT_PROMPT.md)\" \\ --model c…","author":null,"published_at":"2026-02-05T00:00:00Z","fetched_at":"2026-08-16T08:07:38.343323Z","item_created_at":"2026-08-16T08:07:49.657621+00:00","matched_keywords":["api","llm","anthropic","claude","claude code","coding agent","problem","request for","i built","building"],"positive_signals":["problem","request for","i built","building"],"negative_signals":[],"llm_analysis":{},"raw":{"base_url":"https://www.anthropic.com/engineering","detail_excerpt":"Written by Nicholas Carlini, a researcher on our Safeguards team. I've been experimenting with a new approach to supervising language models that we’re calling \"agent teams.\" With agent teams, multiple Claude instances work in parallel on a shared codebase without active human intervention. 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Finding work worth doing is harder. A.Team is an invite-only network of senior AI engineers, ML engineers, and AI architects building production AI systems for startups, enterprises, and global companies. Since 2020, builders in the network have earned more than $200M working with companies including Lyft, Google X, HCA, Unilever, Sightful, D-ID, and others. The Work You'll join small teams solving real problems. Not demos. Not proof-of-concepts that never ship. Not another thin wrapper around an API. Recent work has included: AI-native products built from 0→1 Agent architectures and orchestration systems Enterprise AI deployments Retrieval, evaluation, and reliability infrastructure LLM-powered workflows and products Machine learning platforms operating at scale You'll work directly with founders, CTOs, and product leaders, helping shape both technical direction and execution. Why Builders Join The best opportunities rarely make it to the open market. A.Team exists to solve that. No bidding. No prospecting. No race to the bottom. Just ambitious companies, difficult problems, and experienced peers. Who Thrives Here People who have already shipped. Engineers who have deployed AI systems into production, understand the tradeoffs behind the hype, and know how to turn technical complexity into business value. What matters is a track record of building and shipping. The Details Typical rates: $120-$170/hr Remote You keep 100% of your rate Not a Fit Early-career engineers People without production AI experience Small gig seekers Developers focused primarily on simple AI wrappers or templated implementations Apply Tell us what you've built. 👉 build.a.team/apply-ai . 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One post per company. If it isn&#x27;t a household name,\nexplain what your company does.<p>Please only post if you are actively filling a position and are committed\nto replying to applicants.<p>Commenters: please don&#x27;t reply to job posts to complain about\nsomething. 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One post per company. If it isn&#x27;t a household name,\nexplain what your company does.<p>Please only post if you are actively filling a position and are committed\nto replying to applicants.<p>Commenters: please don&#x27;t reply to job posts to complain about\nsomething. 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The objective of this project is to collect a large and diverse dataset of current neutral selfies, head-pose captures, and historical facial images to support machine-learning research and facial recognition model training at TELUS. The focus is on capturing real-world variation across lighting, poses, expressions, accessories, environments, and aging to improve model accuracy and robustness. The collection includes: • Current Neutral Selfies – clean frontal selfies serving as high-quality identity references, with natural variation in appearance and surroundings. • Current Head-Pose Captures – selfies captured in assigned head directions to introduce pose variation. • Historical Images – older photos from participants’ galleries to capture natural aging and long-term appearance changes. To qualify for payment, you must submit a minimum of 20 valid images. The maximum payout is based on 24 accepted images. Due to the strict automated and manual Quality Control (QC) process, we strongly recommend submitting 30 images to help ensure that enough images remain valid after review Note: Please use a Gmail address as your primary account when applying for this project. Qualification path No specific education is needed to perform the project task.","author":"TELUS Digital","published_at":"2026-08-13T06:25:53Z","fetched_at":"2026-08-16T08:03:48.255045Z","item_created_at":"2026-08-16T08:03:48.353301+00:00","matched_keywords":["job","apply","manual","remote","project","usd","rate","compensation"],"positive_signals":["job","apply","manual","remote","project","usd","rate","compensation","remote"],"negative_signals":[],"llm_analysis":{},"raw":{"candidate_required_location":"USA","category":"All others","company_logo":"https://remotive.com/job/2091093/logo","company_logo_url":"https://remotive.com/job/2091093/logo","company_name":"TELUS Digital","description":"<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\">The project compensation rate is $0.55 USD per accepted image. <br><br>The objective of this project is to collect a large and diverse dataset of current neutral selfies, head-pose captures, and historical facial images to support machine-learning research and facial recognition model training at TELUS.</p>\n<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\"> </p>\n<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\">The focus is on capturing real-world variation across lighting, poses, expressions, accessories, environments, and aging to improve model accuracy and robustness. The collection includes:</p>\n<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\"> </p>\n<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\">• Current Neutral Selfies – clean frontal selfies serving as high-quality identity references, with natural variation in appearance and surroundings.</p>\n<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\">• Current Head-Pose Captures – selfies captured in assigned head directions to introduce pose variation.</p>\n<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\">• Historical Images – older photos from participants’ galleries to capture natural aging and long-term appearance changes.</p>\n<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\"> </p>\n<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\"><span style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; font-weight: bolder;\">To qualify for payment, you must submit a minimum of 20 valid images.</span> The maximum payout is based on 24 accepted images. Due to the strict automated and manual Quality Control (QC) process, we strongly recommend submitting 30 images to help ensure that enough images remain valid after review</p>\n<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\"> </p>\n<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\"><span style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; font-weight: bolder; color: #414547; letter-spacing: -0.25px; white-space: pre-wrap; background-color: transparent;\">Note: </span><span style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; color: #414547; letter-spacing: -0.25px; white-space: pre-wrap; background-color: transparent;\">Please use a Gmail address as your primary account when applying for this project. </span></p>\n<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\"> </p>\n<div class=\"h4\" style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; line-height: 1.75rem; color: #414547; --tw-text-opacity: 1;\">Qualification path</div>\n<p style=\"border-color: #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\"> </p>\n<p style=\"box-sizing: border-box; border: 0px solid #e5e7eb; --tw-shadow: 0 0 #0000; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgb(59 130 246 / .5); --tw-ring-offset-shadow: 0 0 #0000; --tw-ring-shadow: 0 0 #0000; --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-scroll-snap-strictness: proximity; --tw-shadow-colored: 0 0 #0000; margin: 0px; cursor: text; padding: 0px; counter-reset: list-1 0 list-2 0 list-3 0 list-4 0 list-5 0 list-6 0 list-7 0 list-8 0 list-9 0;\">No specific education is needed to perform the project task.</p>\n<img src=\"https://remotive.com/job/track/2091093/blank.gif?source=public_api\" alt=\"\"/>","id":2091093,"job_type":"part_time","publication_date":"2026-08-13T06:25:53","salary":"Pay per task","tags":["research"],"title":"Face Deduplication Collection","url":"https://remotive.com/remote-jobs/all-others/face-deduplication-collection-2091093"}},{"id":14,"item_id":14,"score":56,"category":"remote_gig","summary":"Preferred Networks","status":"new","note":"","ai_summary":"","recommended_action":"","proposal_draft":"","risk_note":"","immediate_pushed_at":null,"digest_pushed_at":null,"created_at":"2026-08-16T08:03:17.387076+00:00","updated_at":"2026-08-16T08:03:17.387076+00:00","llm_analyzed_at":null,"source_id":"hackernews_who_is_hiring","url":"https://news.ycombinator.com/item?id=49169157","title":"Preferred Networks","content":"Preferred Networks | Tokyo or Remote in Japan | Full-time | https://www.preferred.jp/en Preferred Networks is an AI company based in Tokyo working across the stack, from AI chips and computing infrastructure to LLMs and products. You may already know us indirectly if you've used software we've built, such as Optuna or CuPy (or Chainer, back in the day). We are designing in-house chips (MN-Core series: https://mn-core.com/ ) and training LLMs (PLaMo series: https://huggingface.co/pfnet ), and our team is actively hiring for two roles related to these endeavors: - MN-Core LLM Serving Engine Engineer: Build software infrastructure to serve LLMs using our upcoming inference accelerator, MN-Core L1000. [Apply here: https://open.talentio.com/r/1/c/preferred/pages/121580 ] - LLM Inference Optimization Engineer: Improve the inference engine powering our API service and maintain PLaMo implementations in open source projects such as vLLM. [Apply here: https://open.talentio.com/r/1/c/preferred/pages/119173 ] Both roles require relocation to Japan. We are happy to provide visa and relocation support.","author":"kmaehashi","published_at":"2026-08-04T14:02:17Z","fetched_at":"2026-08-16T08:03:08.445392Z","item_created_at":"2026-08-16T08:03:17.380365+00:00","matched_keywords":["api","llm","open source","hiring","role","apply","remote","project"],"positive_signals":["hiring","role","apply","remote","hiring","project","remote"],"negative_signals":[],"llm_analysis":{},"raw":{"comment":{"by":"kmaehashi","id":49169157,"parent":49156683,"text":"Preferred Networks | Tokyo or Remote in Japan | Full-time | <a href=\"https:&#x2F;&#x2F;www.preferred.jp&#x2F;en\" rel=\"nofollow\">https:&#x2F;&#x2F;www.preferred.jp&#x2F;en</a><p>Preferred Networks is an AI company based in Tokyo working across the stack, from AI chips and computing infrastructure to LLMs and products. You may already know us indirectly if you&#x27;ve used software we&#x27;ve built, such as Optuna or CuPy (or Chainer, back in the day).<p>We are designing in-house chips (MN-Core series: <a href=\"https:&#x2F;&#x2F;mn-core.com&#x2F;\" rel=\"nofollow\">https:&#x2F;&#x2F;mn-core.com&#x2F;</a>) and training LLMs (PLaMo series: <a href=\"https:&#x2F;&#x2F;huggingface.co&#x2F;pfnet\" rel=\"nofollow\">https:&#x2F;&#x2F;huggingface.co&#x2F;pfnet</a>), and our team is actively hiring for two roles related to these endeavors:<p>- MN-Core LLM Serving Engine Engineer: Build software infrastructure to serve LLMs using our upcoming inference accelerator, MN-Core L1000. [Apply here: <a href=\"https:&#x2F;&#x2F;open.talentio.com&#x2F;r&#x2F;1&#x2F;c&#x2F;preferred&#x2F;pages&#x2F;121580\" rel=\"nofollow\">https:&#x2F;&#x2F;open.talentio.com&#x2F;r&#x2F;1&#x2F;c&#x2F;preferred&#x2F;pages&#x2F;121580</a>]<p>- LLM Inference Optimization Engineer: Improve the inference engine powering our API service and maintain PLaMo implementations in open source projects such as vLLM. [Apply here: <a href=\"https:&#x2F;&#x2F;open.talentio.com&#x2F;r&#x2F;1&#x2F;c&#x2F;preferred&#x2F;pages&#x2F;119173\" rel=\"nofollow\">https:&#x2F;&#x2F;open.talentio.com&#x2F;r&#x2F;1&#x2F;c&#x2F;preferred&#x2F;pages&#x2F;119173</a>]<p>Both roles require relocation to Japan. We are happy to provide visa and relocation support.","time":1785852137,"type":"comment"},"story":{"by":"whoishiring","descendants":374,"id":49156683,"kids":[49315850,49313253,49159312,49165394,49296620,49159002,49159996,49158050,49269646,49291876,49267485,49265260,49282255,49163160,49267985,49244466,49280288,49163576,49284614,49230580,49260542,49278096,49185103,49207434,49275045,49213747,49270021,49212742,49292852,49227265,49289931,49167547,49215237,49246737,49194503,49167059,49173892,49198416,49171913,49295167,49164297,49164303,49262437,49271778,49175620,49167837,49175789,49169663,49200756,49169157,49163907,49245007,49158552,49166151,49170090,49235310,49180088,49162817,49176763,49170963,49168047,49166970,49162565,49171202,49156711,49174463,49164382,49165870,49157095,49157959,49223303,49216288,49162914,49212807,49283824,49199157,49166975,49158655,49160057,49234667,49215960,49197178,49207409,49227630,49164461,49193298,49169577,49224620,49191343,49267747,49166092,49165031,49162047,49174485,49196678,49175131,49169017,49302719,49157781,49162501,49184927,49165916,49160256,49189557,49166080,49178671,49163358,49163308,49157647,49166262,49156737,49163337,49163520,49156819,49163658,49197049,49164584,49160993,49158703,49172407,49160662,49184766,49216911,49158886,49168019,49162608,49187999,49162833,49163946,49165651,49159064,49166082,49156730,49160095,49166165,49174765,49163458,49167647,49164894,49183442,49170014,49160628,49162990,49162401,49179433,49157646,49159942,49166000,49157827,49158895,49180017,49164350,49171072,49167691,49156781,49156716,49163176,49163107,49157080,49217319,49174053,49163301,49158131,49212543,49163678,49162696,49158982,49158689,49159784,49162950,49160086,49169841,49160170,49248055,49160751,49200866,49164730,49173075,49161849,49161858,49163060,49156691,49161868,49158727,49159686,49156689,49202116,49180607,49157505,49194132,49197515,49192593,49254584,49185343,49168356,49165024,49162509,49157970,49164213,49185076,49165622,49203310,49165309,49184940,49194021,49157178,49157182,49206998,49165353,49162776,49156724,49157674,49164060,49164409,49211731,49169971,49157888,49172196,49232553,49156845,49186245,49159519,49157129,49187963,49177149,49164146,49158072,49159281,49161851,49164668,49215140,49262026,49261992,49204595,49163927,49169371,49193246,49164540,49157265,49163435,49305158,49156696,49157567,49157201,49157063,49159899,49157058,49160018,49192311,49173314,49166131,49159028,49173891,49165359,49160915,49157454,49160848,49157437,49166077,49159115,49156702,49163131],"score":236,"text":"Please state the location and include REMOTE for remote work, REMOTE (US)\nor similar if the country is restricted, and ONSITE when remote work is <i>not</i> an option.<p>Please only post if you personally are part of the hiring company—no\nrecruiting firms or job boards. One post per company. If it isn&#x27;t a household name,\nexplain what your company does.<p>Please only post if you are actively filling a position and are committed\nto replying to applicants.<p>Commenters: please don&#x27;t reply to job posts to complain about\nsomething. It&#x27;s off topic here.<p>Readers: please only email if you are personally interested in the job.<p>Searchers: try <a href=\"https:&#x2F;&#x2F;nthesis.ai&#x2F;public&#x2F;hn-who-is-hiring\" rel=\"nofollow\">https:&#x2F;&#x2F;nthesis.ai&#x2F;public&#x2F;hn-who-is-hiring</a>, <a href=\"https:&#x2F;&#x2F;dheerajck.github.io&#x2F;hnwhoishiring&#x2F;\" rel=\"nofollow\">https:&#x2F;&#x2F;dheerajck.github.io&#x2F;hnwhoishiring&#x2F;</a>,\n<a href=\"http:&#x2F;&#x2F;nchelluri.github.io&#x2F;hnjobs&#x2F;\" rel=\"nofollow\">http:&#x2F;&#x2F;nchelluri.github.io&#x2F;hnjobs&#x2F;</a>, <a href=\"https:&#x2F;&#x2F;hnjobs.emilburzo.com\" rel=\"nofollow\">https:&#x2F;&#x2F;hnjobs.emilburzo.com</a>.<p>Don&#x27;t miss this other fine thread: <i>Who wants to be hired?</i> <a href=\"https:&#x2F;&#x2F;news.ycombinator.com&#x2F;item?id=49156682\">https:&#x2F;&#x2F;news.ycombinator.com&#x2F;item?id=49156682</a>","time":1785769254,"title":"Ask HN: Who is hiring? 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This keeps users safe, but it also means a lot of clicking \"approve.\" Over time that leads to approval fatigue, where people stop paying close attention to what they're approving. Users have two solutions for avoiding this fatigue: a built-in sandbox where tools are isolated to prevent dangerous actions, or the --dangerously-skip-permissions flag that disables all permission prompts and lets Claude act freely, which is unsafe in most situations. Figure 1 lays out the tradeoff space. Sandboxing is safe but high-maintenance: each new capability needs configuring, and anything requiring network or host access breaks isolation. Bypassing permissions is zero-maintenance but offers no protection. Manual prompts sit in the middle, and in practice users accept 93% of them anyway. Figure 1. The permission modes available in Claude Code, positioned by task autonomy and security . Dot colour indicates maintenance friction. Auto mode targets high autonomy at low maintenance cost; the dashed arrow shows security improvement over time as classifier coverage and model judgment get better. We keep an internal incident log focused on agentic misbehaviors. Past examples include deleting remote git branches from a misinterpreted instruction, uploading an engineer's GitHub auth token to an internal compute cluster, and attempting migrations against a production database. Each of these was the result of the model being overeager, taking initiative in a way the user didn't intend. We documented this pattern in the Claude Opus 4.6 system card (§6.2.1 and §6.2.3.3). 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Users have two solutions for avoiding this fatigue: a built-in sandbox where tools are isolated to prevent dangerous actions, or the --dangerously-skip-permissions flag that disables all permission prompts and lets Claude act freely, which is unsafe in most situations. Figure 1 lays out the tradeoff space. Sandboxing is safe but high-maintenance: each new capability needs configuring, and anything requiring network or host access breaks isolation. Bypassing permissions is zero-maintenance but offers no protection. Manual prompts sit in the middle, and in practice users accept 93% of them anyway. Figure 1. The permission modes available in Claude Code, positioned by task autonomy and security . Dot colour indicates maintenance friction. Auto mode targets high autonomy at low maintenance cost; the dashed arrow shows security improvement over time as classifier coverage and model judgment get better. We keep an internal incident log focused on agentic misbehaviors. 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