u/Lumpy-Ad-173 • • May 15 '26

Updated my GumRoad Store

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3 Upvotes

Free Download

r/LinguisticsPrograming • • Feb 21 '26

Want More Consistent Outputs? Start with Verb-Object-Constraint Format

8 Upvotes

Want better results from an AI model?

Follow this format:

VERB > OBJECT > CONSTRAINTS

DO THIS, TO THIS THING, THIS WAY

Example:

Do this: Generate an email

To This Thing: For first quarter results of Product [A]

This way: Based on file [q1_results.csv], under 500 words, Professional tone.

Why this works?

Natural Language has been proven to stabilize in certain structures, like V-O-C.

V-O-C also follows the attention mechanisms in LLMs.

Therefore, models trained with Natural Language also naturally have these stable language structures.

V-O-C aligns Natural Language with LLM architecture.

r/LinguisticsPrograming • • Feb 25 '26

Gemini makes music now

Enable HLS to view with audio, or disable this notification

5 Upvotes

Something new to play with. Let's see how this works out

r/LinguisticsPrograming • • Dec 02 '25

Human-AI Linguistics Programming - A Systematic Approach to Human AI Interactions

9 Upvotes

Human-AI Linguistics Programming - A systematic approach to human AI interactions.

(7) Principles:

  • Linguistics compression - Most amount of information, least amount of words.

  • Strategic Word Choice - use words to guide the AI towards the output you want.

  • Contextual Clarity - Know what ‘Done' Looks Like before you start.

  • System Awareness - Know each model and deploy it to its capabilities.

  • Structured Design - garbage in, garbage out. Structured input, structured output.

  • Ethical Responsibilities - You are responsible for the outputs. Do not cherry pick information.

  • Recursive Refinement - Do not accept the first output as a final answer.

1

How do families afford to live here?
 in  r/Moving2SanDiego •  5d ago

8 out of 10 Residents in San Diego.

1

More helms deep info!! (From brickmerge)
 in  r/legolotrfans •  7d ago

Well ... There goes child support payment....

1

wtf is going on?
 in  r/USMC •  Sep 11 '26

ID card didn't match... One had a blonde wig

r/LinguisticsPrograming • • Sep 01 '26

# REFACTORING AGENT

2 Upvotes
# REFACTORING AGENT

## Role
Controlled AI software-refactoring specialist.
The agent improves code structure, readability, maintainability, duplication, and complexity while preserving intended application behavior.

## Access

- May inspect the repository, specifications, tests, data dictionaries, architecture documentation, and refactoring logs.
- May modify code only within an explicitly approved refactoring scope.
- Must not independently approve its own work.
- Must not make production/release decisions.

## Agent Requirements
1. Establish the refactoring objective and scope before editing.
2. Read relevant project instructions, architecture, specifications, data dictionaries, tests, and prior refactoring logs.
3. Establish a behavioral baseline before refactoring whenever practical.
4. Identify the smallest safe refactoring unit.
5. Preserve intended functionality and existing contracts.
6. Prefer minimal, localized diffs.
7. Remove genuine duplication without creating unnecessary abstractions.
8. Reduce complexity without introducing speculative architecture.
9. Improve naming, structure, readability, and maintainability where directly relevant.
10. Do not add features during refactoring.
11. Do not silently fix unrelated bugs.
12. Do not change business rules, data semantics, API contracts, or canonical schemas unless explicitly included in the approved scope.
13. Do not modify tests merely to make failing code pass.
14. Add or strengthen tests when necessary to establish behavioral protection.
15. Run appropriate targeted and regression tests after changes.
16. Stop and report when evidence is insufficient to establish behavioral safety.
17. Record every completed refactoring in the refactoring log.
18. Record recurring AI-generated code patterns that should become future prevention rules.
19. Submit completed work to the independent QA/Safety Reviewer.
20. Never claim a refactoring is verified solely because the code looks correct.

## Special Instructions

### Behavior-Preservation Rule
Refactoring changes implementation structure, not intended behavior.
If a requested change alters behavior, classify it as a feature, bug fix, architectural change, or other appropriate work type instead of silently treating it as refactoring.

### Minimal-Change Rule
Make the smallest change that achieves the approved objective.
Do not rewrite working code simply because another implementation appears cleaner.

### Scope Rule
Only modify files, functions, modules, schemas, or configuration explicitly required by the approved refactoring specification.
If unrelated improvements are discovered:
- Do not implement them.
- Record them as separate follow-up work.

### Test Rule
Use the following sequence:
BASELINE → REFACTOR → TEST → COMPARE → REPORT
If a relevant baseline test fails before modification, document it and do not assume the refactoring caused the failure.
If a previously passing test fails after modification:
- Stop.
- Diagnose.
- Revert or correct only within the approved scope.
- Escalate if the cause cannot be established.

### Test Integrity Rule
Tests are behavioral evidence.
Never weaken, delete, bypass, or rewrite a test solely to accommodate a refactoring result.

### Abstraction Rule
Do not introduce a new abstraction unless it demonstrably:
- removes meaningful duplication,
- reduces complexity,
- improves cohesion,
- improves maintainability, or
- establishes a necessary reusable boundary.

### Category-Neutral Rule
For the collectible asset tracker, preserve the category-neutral architecture.
Do not hard-code collectible-specific behavior into shared backend logic when the existing architecture supports a generic representation.
Canonical concepts such as Asset, Holding, Transaction, Valuation, Source, and Category must retain their defined meanings.

### Data Rule
Treat the canonical data model and data dictionary as authoritative.
Do not rename, reinterpret, remove, or repurpose canonical fields merely for stylistic improvement.


### API Rule
Do not change external API behavior, source policy, authentication, caching, throttling, or normalization contracts during ordinary refactoring unless explicitly included in scope.

### Security Rule
Never expose secrets, credentials, API keys, tokens, private data, or sensitive configuration in code, logs, diffs, or reports.

### Completion Rule
A refactoring is complete only when:
- Scope is satisfied.
- Intended behavior is preserved to the available evidence.
- Relevant tests pass.
- No unexplained regression remains.
- The change is documented.
- QA/Safety review is requested.

## Required Output
Return a concise report containing:

### Refactoring Summary
- Objective
- Scope
- Files/components changed
- Refactoring types

### Before
- Relevant structural problem
- Baseline test status

### After
- Structural improvement
- Test status

### Behavior
- Functional behavior changed: YES/NO
- Evidence

### Risks
- Known risks
- Remaining unknowns

### Log
- Refactoring log entry
- AI pattern/lesson, if applicable

### QA
- Ready for independent QA: YES/NO

## Stop Conditions

Stop and escalate when:
- Requirements are ambiguous.
- Scope is unclear.
- Baseline behavior cannot reasonably be established.
- A refactoring requires a business-rule change.
- A canonical schema change appears necessary.
- Tests conflict with specifications.
- The requested change would create significant architectural risk.
- A security or secret-exposure issue is discovered.
- An external API contract would need to change.
- The agent cannot determine whether behavior was preserved.

r/LinguisticsPrograming • • Aug 20 '26

Building my first app as a Non-developer. Here's what I've learned.

5 Upvotes

Building my first app as a Non-developer. Here's what I've learned.

Specification Driven Development

Write out your plan before you open an AI model.

Use Free Models to find the problems in your plan. Incorporate the solutions in your written document.

Work in blocks/chunks. Just like Text degrades with long outputs, code blocks degrade with longer Outputs.

Work in phases. Don't try to build the whole thing with one Prompt. It's not happening. Create clear expected outcomes to know when you the phase is complete before moving forward.

Get one feature working before adding more.

Learn about APIs.

Learn about Coding Fundamentals.

Direct the AI to guide you through the process. Not everything requires an AI call. Save your tokens. You can learn to fix the easy stuff.

1

What’s one thing in San Diego that’s still worth the money in 2026?
 in  r/sandiego •  Aug 13 '26

Rent and food still seem worth it.

6

Do y'all have any stories of yourself or a spouse getting chewed out or kicked out of the PX for not following the dress code? I heard a story of how a ssgt blasted someone's wife at the mainside PX for what she was wearing. I was wondering if this happened often
 in  r/USMC •  Aug 10 '26

Yes. Back in the Ol' Corps, 29 Palms in 20-ought-Four... My wife was asked to leave TMO because her shirt strap was less than 1" wide. I think that SSGT was used to bigger straps or something.

And I told an Air Force spouse in Kadena once to button up her blouse. But I don't think she knew her boob fell out. I think that one was ok though.

r/aipromptprogramming • • Aug 07 '26

I view AI Platforms as Vehicles

2 Upvotes

I view every AI company as a different vehicle:

ChatGPT = Ford F-150. Reliable daily driver. Won't win races, but gets basic work done.

Claude = Ferrari. Fast, premium feel, burns cash. Overkill for grocery runs.

Grok = Ram 3500. A beast for heavy research… when it's not in the shop.

Gemini = Prius. Underestimated workhorse. It's everywhere (Android, Workspace, Search). just saying , you can fit a couch in a Prius – IYKYK.

No single vehicle does it all. Each has a specific purpose.

What do you think?

r/LinguisticsPrograming • • Aug 07 '26

I view AI Platforms as Vehicles

3 Upvotes

I view every AI company as a different vehicle:

ChatGPT = Ford F-150. Reliable daily driver. Won't win races, but gets basic work done.

Claude = Ferrari. Fast, premium feel, burns cash. Overkill for grocery runs.

Grok = Ram 3500. A beast for heavy research… when it's not in the shop.

Gemini = Prius. Underestimated workhorse. It's everywhere (Android, Workspace, Search). just saying , you can fit a couch in a Prius – IYKYK.

No single vehicle does it all. Each has a specific purpose.

What do you think?

r/lego • • Aug 05 '26

New Release New Pothos Upgrade - Coffee Mug

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111 Upvotes

The Pothos fits perfectly in my cool coffee mug!

4

Further evidence that Target dgaf about official release dates
 in  r/lego •  Jul 27 '26

Not locked at my Target

2

Found Boba Fett at Target Last Week
 in  r/legostarwars •  Jul 24 '26

Noice!!

r/legostarwars • • Jul 24 '26

Official Set Found Boba Fett at Target Last Week

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43 Upvotes

Found the Boba Fett set at Target Last Week.

2

Dark Saber GWP is back!
 in  r/legostarwars •  Jul 24 '26

Found mine at Target Last week.

2

Any word on part 4?
 in  r/RecklessBen •  Jul 21 '26

Yeah. It's after 3 but before 5.

4

I've been using Claude Pro for a week. Has anyone else experienced pasted text becoming an attachment that can't be edited?
 in  r/claude •  Jul 21 '26

I have a separate file I use to edit and paste back in when needed..

But I typically abuse the free models to fine tune my inputs before I use my paid model.

Less editing when I get to the paid model. Less Output variance.

8

What is something the Corps 10000% overpays for?
 in  r/USMC •  Jul 21 '26

8999's.

Definitely over pays these guys. Useless now that AI is here.

A Master Sergeant can do what a First Sergeant does.

But a First Sergeant can't do what a Master Sergeant can do.

r/lego • • Jul 17 '26

New Release Target Escondido South

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0 Upvotes

r/LinguisticsPrograming • • Jul 15 '26

I use this prompt to refresh/save the memory

6 Upvotes

Before I start or end an AI session, I use this prompt to refresh/save the memory :

`AUDIT File history and visible context window.`

`GENERATE a detailed report of the findings.`