Prompting, retrieval or fine-tuning: choose the fix for the failure
Identify whether the problem is instructions, missing evidence or repeated output behaviour before committing data and time to training.
OpenAI — Model optimization
LA24X / AI
Practical guides to using AI tools Page 4
Understand AI tools, check their output and build practical workflows with original sources and clear examples.
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96 topics in this section.
LoRA and PEFT: lighter adaptation still needs compatible data and evaluation
Understand adapters, check base-model compatibility and licensing and compare a held-back task before distributing a tuned artifact.
huggingface.co
Use Copilot code review as a claim to investigate, not an approval
Inspect each suggested issue against the diff, test the relevant behaviour and retain human responsibility for the change.
GitHub — Copilot Agents application card
Give Copilot repository instructions that can be checked
Describe the project’s real commands and constraints, keep instructions concise and confirm the feature actually reads the supported file.
docs.github.com
GPT-6.1 Sol in GitHub Copilot: plan, policy and usage checks
The model rolls out to named paid plans. Check the model picker, administrator policy and usage billing before troubleshooting missing access.
GitHub — GPT-6.1 Sol availability and policy
Copilot Autopilot preview: define ownership, limits and a stop route
The announced persistent agent needs clear permissions and reviewed results. Do not treat a private-preview plan as universal availability.
Microsoft — Home, Code and Autopilot announcement
Copilot Home and Code: choose a document or a small application
Check rollout, tenant permissions and billing first. A document task and a hosted application have different outputs and responsibilities.
Microsoft — Home, Code and Autopilot announcement
Scribe v2 Medical: a transcript draft is not a clinical decision
Review medication names, quantities and negation, and verify the service configuration before handling sensitive recordings.
ElevenLabs — Scribe v2 Medical scope and data conditions
ElevenLabs MCP: connect the right account and check creation costs
The hosted connector can generate several media types. Review OAuth access, workspace destination and actual output before chaining requests.
ElevenLabs — media generation through hosted MCP
ElevenMusic free downloads: read attribution and reference limits
The announcement allows free-plan lossless downloads with conditions. Check the product and track’s applicable rights before commercial publication.
ElevenLabs — Music v2.5 and download terms
ElevenLabs student offer: check country, age and renewal first
The launch list does not include every country. Verify official eligibility and what happens after the promotional period before signing up.
ElevenLabs — student offer and eligibility
Eleven v4 versus Turbo: test the whole voice experience
Measure pronunciation and time to audible speech in your real route; a published inference median does not include every network and playback delay.
ElevenLabs — Eleven v4 and Turbo
Holo4 computer-use agents: the model needs an execution environment
Check weights, license and hardware separately from the agent harness and permissions before evaluating GUI or tool actions.
Hcompany — Holo4 models and evaluation
Muse Image edits: state what must stay unchanged
Use permitted references and a precise change, then compare the export with the original for altered text, identity and surrounding details.
Meta — Muse Image and Video
Meta Model API preview: check access and failure handling first
Read current preview terms, supported features and identifiers. Do not assume compatibility means every feature behaves like another provider.
Meta — Muse Spark 1.1 and API preview
Grok Build on web and mobile: test the app before sharing it
A working preview needs mobile, keyboard, input and privacy checks before you present it as a usable product.
Grok — Build on web and mobile
Grok Team Bots: define a shared role before connecting apps
Choose a bounded job, its owner and permitted data/actions. Shared context should not accidentally become shared access to everything.
Grok — Team Bots
Grok Build memory: keep conventions verifiable and current
Persistent notes can help continuity, but the repository and current instructions should remain the evidence for commands and decisions.
Grok — Build memory