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<div style="display: none; max-height: 0px; overflow: hidden;">Claude Sonnet 4.6 is a major upgrade that improves its capabilities in coding, computer use, long-context reasoning, and agent planning β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β </div>
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<h1><strong> TLDR Dev <span id="date">2026-02-18</span></strong></h1>
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Bugs sneak out when less than 80% of user flows are tested before shipping. But getting that kind of coverageβand staying thereβis hard and pricey for any size team.<p></p><p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%3Futm_source=tldrwebdev%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_KissBugsGoodbye_20260218-None_Experiment-FALSE%26utm_term=body-QAWolf%26utm_content=KissBugsGoodbye_ScheduleADemoToLearnMore_None_Headline%253AKissBugsGoodbyeWithFullyAutomatedEndToEndTestCoverage____Newsletter-PrimaryPlacement_20260218_v1_/1/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/QaFLdwMBucNr7YeTaSq0RmpwmfpiXWIhxiLl5lu8CEk=445" rel="noopener noreferrer nofollow" target="_blank"><span>QA Wolf's</span></a> AI-native service <strong>supports web and mobile apps</strong>, delivering <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%2Fhow-it-works%3Futm_source=tldrwebdev%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_KissBugsGoodbye_20260218-None_Experiment-FALSE%26utm_term=body-80PercentAutomatedTestCoverageInWeeks%26utm_content=KissBugsGoodbye_ScheduleADemoToLearnMore_None_Headline%253AKissBugsGoodbyeWithFullyAutomatedEndToEndTestCoverage____Newsletter-PrimaryPlacement_20260218_v1_/1/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/1op46EH4xqLze0DG-DORoOJdP2eb3zdtmNEZUIbzeSc=445" rel="noopener noreferrer nofollow" target="_blank"><span>80% automated test coverage in weeks</span></a> and helping teams <strong>ship 5x faster</strong> by reducing QA cycles to minutes.</p>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Devs are dealing with the loss of their "computer programmer" social identity. With AI especially, programming is now often seen as a mere means to an end rather than an endeavor of intrinsic value.
</span>
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<div style="text-align: center;"><span style="font-size: 36px;">π</span></div></div>
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<h1><strong>Launches & Tools</strong></h1>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.levelaccess.com%2Fresources%2Fhow-development-leaders-are-accelerating-accessibility-in-2026%2F%3Futm_source=TLDRdev%26utm_medium=syndication%26utm_campaign=fy26q1tldrdevsec/1/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/LO95fQYLx63xsgdxiape0HOvKbe35kBbS3EC3b0hEcg=445">
<span>
<strong>Accessibility drives revenue - here's how you can make it a priority (Sponsor)</strong>
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<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
93% of developers say accessibility is a competitive edge, but many still aren't building it in from the start. In <a class="Hyperlink SCXW81155661 BCX8" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.levelaccess.com%2Fresources%2Fhow-development-leaders-are-accelerating-accessibility-in-2026%2F%3Futm_source=TLDRdev%26utm_medium=syndication%26utm_campaign=fy26q1tldrdevsec/2/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/C-NRLTNUrIeoJVurIUsBVmtczqjMI_DX-sKu9ZfEJvk=445" rel="noreferrer noopener" target="_blank"><span>Level Access' survey</span></a> of 1,600 professionals, you'll find the tools and strategies leading teams are using to cut remediation time and ship accessible experiences faster. <a class="Hyperlink SCXW81155661 BCX8" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.levelaccess.com%2Fresources%2Fhow-development-leaders-are-accelerating-accessibility-in-2026%2F%3Futm_source=TLDRdev%26utm_medium=syndication%26utm_campaign=fy26q1tldrdevsec/3/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/F_RTM33A7HJ2LE_-GjuuR1h8jMG1n325B6n8cqK_6CM=445" rel="noreferrer noopener" target="_blank"><span>Dive into the data</span></a>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.anthropic.com%2Fnews%2Fclaude-sonnet-4-6%3Futm_source=tldrdev/1/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/kw0s5bHbjoVbfm_Xn007g2SCyl4hml_D-u96BU8LDA4=445">
<span>
<strong>Claude Sonnet 4.6 (10 minute read)</strong>
</span>
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<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic has launched Claude Sonnet 4.6, a major upgrade that improves its capabilities in coding, computer use, long-context reasoning, and agent planning. This new Sonnet model delivers performance that rivals or exceeds earlier Opus models, yet remains at Sonnet's more accessible price point. It has better general-purpose computer use, enabling human-level task execution, and a 1M token context window for long-horizon planning.
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<span>
<strong>pg-typesafe (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
pg-typesafe is a tool that generates TypeScript types for PostgreSQL queries. It integrates seamlessly with the `pg` library. The tool has strong typing for query parameters and return types without adding any runtime dependencies or extra verbosity to your code.
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<div style="text-align: center;"><span style="font-size: 36px;">π</span></div></div>
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<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
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<a href="http://tracking.tldrnewsletter.com/CL0/http:%2F%2Fjimmyhmiller.com%2Flearn-codebase-visualizer%3Futm_source=tldrdev/1/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/7uRoX3eGTdbut6_IprnQBica-Y-iLvoml7ZdBH_o2Kc=445">
<span>
<strong>Untapped Way to Learn a Codebase: Build a Visualizer (23 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
One way to learn unfamiliar codebases is to build custom visualization tools to gain deeper understanding. This method involves setting clear goals, experimenting with code changes, and investigating specific issues, demonstrated by tracing a tree-shaking bug within Next.js's Turbopack. By developing a visualizer, this dev uncovered how code processes, understood the bug's root cause, and grasped the system's incremental computation model.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.seangoedecke.com%2Fgenerate-skills-afterwards%2F%3Futm_source=tldrdev/1/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/yZz3X56Lgv85bARx6EYEx4znIFLaNTOvdVrUqbWYvY4=445">
<span>
<strong>LLM-generated skills work, if you generate them afterwards (3 minute read)</strong>
</span>
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<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Research shows that LLMs fail at pre-task skill generation by embedding incorrect assumptions. Prompting models to distill procedural knowledge after task completion is better, as this captures iterative insights that can't be captured through initial planning.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fpushtoprod.substack.com%2Fp%2Fmy-ai-agent-didnt-do-anything%3Futm_source=tldrdev/1/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/kyXVAf8h89Ol922msGwYStK_YTtMmJM-QAfgBJMEjy8=445">
<span>
<strong>My AI Agent Said It Was Done. It Hadn't Done Anything (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI agents falsely report success when they are resumed from clean git worktrees. Implementing partial commits on failure and mandatory state verification prevents agents from ignoring uncommitted work.
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<div style="text-align: center;"><span style="font-size: 36px;">β‘</span></div></div>
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<h1><strong>Quick Links</strong></h1>
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<strong>GitHub Agentic Workflows (Sponsor)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Imagine waking up to issues triaged, CI failures investigated with fixes to review, and two PRs proposing test improvements. All of that while you were sleeping. Give yourself a headstart, every day. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgithub.github.com%2Fgh-aw%2F%3Futm_source=tldr-dev-newsletter-agentic-workflows-cta%26utm_medium=email%26utm_campaign=agentic-workflows-tech-preview-feb-2026/2/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/yQtmo7GC355dxiwYlqAU2ODucrKPcJzzNLRtEpwyt8w=445" rel="noopener noreferrer nofollow" target="_blank"><span><strong>Create your first agentic workflow today</strong></span></a><strong>.</strong>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fhackmyclaw.com%2F%3Futm_source=tldrdev/1/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/yvZEQi8Gon0PChbSiWMmKV-ooZae9okBARQ3y6YSY9U=445">
<span>
<strong>HackMyClaw (Website)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The HackMyClaw challenge invites participants to use email-based prompt injection to trick Fiu, an OpenClaw AI assistant, into revealing its `secrets.env` file for a $100 prize.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.pcgamer.com%2Fsoftware%2Fplatforms%2Fopen-source-game-engine-godot-is-drowning-in-ai-slop-code-contributions-i-dont-know-how-long-we-can-keep-it-up%2F%3Futm_source=tldrdev/1/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/HqNPvZ9v8P9s7cwpUd_qbxT0rmj_Bq8zhg3rXMKaDhg=445">
<span>
<strong>Open-source game engine Godot is drowning in 'AI slop' code contributions: 'I don't know how long we can keep it up' (10 minute read)</strong>
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<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The open-source Godot game engine's maintainers are struggling to cope with an overwhelming influx of low-quality, AI-generated code contributions, which is draining their resources.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fmartinfowler.com%2Farticles%2Fexploring-gen-ai%2Fharness-engineering.html%3Futm_source=tldrdev/1/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/K1jH8hdCv7VRxXMyYd-yghrwRVhkatkMN_ehgjfXa4I=445">
<span>
<strong>Harness Engineering (7 minute read)</strong>
</span>
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<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
"Harness engineering" is a method using tooling and constraints to enable AI agents to maintain large codebases.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Femschwartz.me%2Fpsa-write-transactions-are-a-footgun-with-sqlx-and-sqlite%2F%3Futm_source=tldrdev/1/0100019c70c00323-ffa8b2bc-d716-42a5-bd03-7ad277f0b756-000000/sqSds6dfBAqSF8E34kr7mRP5TPES9Fh5XJ6zJwR-4yA=445">
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<strong>PSA: Write Transactions are a Footgun with SQLx and SQLite (6 minute read)</strong>
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Using async write transactions that yield with `await` in SQLx with SQLite is a footgun, as it holds the exclusive SQLite write lock across `await`s, leading to lock starvation and performance degradation.
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