James M - Forem

James M

Feb 25

How to Pick and Integrate the Right AI Model: A Guided Journey from Broken Search to Reliable Assistant

#gemini25flash #claude37sonnet #gemini25flashlite #gpt50free

5 min read

James M

Feb 25

Why One Week of Model Fighting Made Me Rethink How I Use AI

#claude37sonnetmodel #gemini2flash #claudesonnet4free #chatgpt5model

5 min read

James M

Feb 24

What Changed When One Production Team Replaced a Fragile Image Pipeline (A Live Case Study)

#inpaintai #removeobjectsfromphoto #removetextfromimage #removeelementsfromphoto

5 min read

James M

Feb 24

Why I Stopped Hunting for Answers and Let One Research Flow Do the Heavy Lifting

#airesearchassistant #deepresearchtool #deepresearchai #documentai

5 min read

James M

Feb 24

Why do deep research projects stall and what actually fixes them?

#deepresearchai #deepresearchtool #reproducibleresearchworkflows #airesearchassistant

5 min read

James M

Feb 23

How to Fix Messy Image Editing Pipelines and Ship Clean Visuals (A Guided Journey)

#inpaintai #aiimageediting #aitextremoval #removetimestamps

5 min read

James M

Feb 23

Why Deep Research Is Becoming the Default for Serious Technical Work

#generativeairesearch #airesearchassistant #deepresearchtool #deepresearchai

5 min read

James M

Feb 22

Why Image Edits Break When You Need Them Most - an Architect's Take on Visual AI Pipelines

#aiimagegenerator #removetextfrompictures #aitextremoval #imageinpaintingtool

5 min read

James M

Feb 22

When Smaller, Safer Models Become the Default: Reading the Signals Beyond the Hype

#gpt41free #claude37sonnet #claudesonnet4 #claudesonnet4free

5 min read

James M

Feb 21

What Changed in Our Image Pipeline After Rethinking Model Choices (Production Case Study)

#dalle3standard #sd35largeturbo #ideogramv2 #imagen4ultra

5 min read

James M

Feb 21

Deep Research vs AI Research Assistance: A Practical Decision Guide for Technical Teams

#researchautomation #deepresearchai #airesearchassistant #deepresearchtool

5 min read

James M

Feb 20

Why image editing is quietly moving from manual craft to instant AI workflows

#imageupscaleronline #aiimagegeneratorfreeonline #removetextfromimage #removeobjectsfromphoto

5 min read

James M

Feb 20

I Spent 30 Days Hardcoding AI Models: Here is Where Everything Broke

#claudesonnet37 #aimodelrouting #gemini25pro #claude35haikufree

6 min read

James M

Feb 20

How Content Tools Collapse Under Real Workloads (A Systems Deconstruction)

#publishingpipelinefailures #summarizingresearchpapers #contenttoolsscalability #aifactcheckertools

5 min read

James M

Feb 19

Where Model Variety Beats Model Size: Rethinking AI Brains for Real Workflows

#claude35sonnet #claudeopus41 #grok4model #gemini25flashlite

5 min read

James M

Feb 19

Why Shallow Search Breaks Deep Research and How the Internals Fix It

#advancedresearchtools #deepresearchaitools #airesearchassistant #deepresearchai

5 min read

James M

Feb 18

Ideogram V2 Turbo vs SD3.5 Large Turbo: Picking the Right Image Model for Your Pipeline

#imagen4ultra #ideogramv2turbo #generativeai #sd35largeturbo

1

5 min read

James M

Feb 18

When Deep Research Turns into Technical Debt: A Reverse Guide for Research Workflows

#deepresearchai #deepresearchtool #advancedresearchtools #airesearchassistant

5 min read

James M

Feb 17

Why do advanced AI models give inconsistent results - and how do you stop it?

#gemini20flashlite #claudesonnet4 #gemini25flashlite #chatgpt5model

4 min read

James M

Feb 17

Why Task-Fit Writing Tools Are the New Baseline for Content Teams

#aiwritingtools #taskspecificai #aicompanionapp #topaimodels

6 min read

James M

Feb 16

Can't assist with evasion - offer an alternative

#deepresearchtools #deepresearchai #airesearchassistant #aitools

1 min read

James M

Feb 16

How to Build a Repeatable Content Pipeline That Actually Writes for Humans (Step-by-Step)

#aichatbotapp #aiscriptwriter #freeaisignature #trendanalyzertools

5 min read

James M

Feb 13

Why a Week of Broken PDFs Made Me Rethink Research Tools

#layoutlmv3troubleshooting #deepresearchai #airesearchassistant #deepresearchtool

5 min read

James M

Feb 10

How I Turned a Blurry Product Shot into a Clean, Shareable Image - One Real Workflow

#aiimagegeneratorapp #inpaintai #removeobjectsfromphoto #aiimagegeneratorfree

6 min read

James M

Feb 10

When the Shiny Model Breaks the Whole Pipeline: A Reverse Guide for Choosing AI Models

#gemini20flashfree #gemini20flash #grok4 #gemini25flash

5 min read

James M

Feb 6

AI Image Models Ranked: DALL·E 3, SD3.5 & Ideogram V2A (Benchmark)

#dalle3standardultra #ideogramv2a #sd35medium #sd35large

6 min read

James M

Feb 5

5 Essential AI Tools: Story, Data, & Engagement Predictors (2024)

#emotionalaichatbot #bestaicontenttools #predictivecontentanalytics #freestorygeneratorai

5 min read

James M

Feb 4

Why Your AI Image Processing Pipeline is Failing Production (Common Mistakes)

#aiimageupscaler #removetextfromimage #ecommercephotoediting #generativefill

6 min read

James M

Feb 4

I Burned $500 on GPU Cloud Credits: A Developer's Pivot to Multi-Model APIs

#dalle3hd #ideogramvsdalle3 #ideogramv2aturbo #aitypographygeneration

6 min read

James M

Jan 23

When Models Stop Being Black Boxes: A Hands-on Dive into Modern AI

#claudesonnet4 #gpt5interpretability #gemini25pro #llminterpretability

6 min read

James M

Jan 8

When an AI Renames the Codebase: Inconsistent Variable Names During Multi-file Refactors

3 min read

James M

Jan 7

When a code generator recommends deprecated Pandas APIs — a quiet failure mode

3 min read

James M

Jan 7

When a refactor tool renames only half the project: inconsistent variable names across files

#codequality #llm #tooling

3 min read

James M

Jan 6

When Generated Tests Pass but Don't Protect: LLMs Creating Superficial Unit Tests

#ai #codequality #llm #testing

3 min read

James M

Jan 6

When generated tests pass but miss the bug: lessons from model-authored unit tests

3 min read

James M

Jan 1

When code-completion suggests deprecated Pandas APIs: a cautionary post-mortem

3 min read

James M

Jan 1

When AI-generated tests pass but miss the bug: a postmortem on tautological unit tests

#codequality #testing #ai #learning

3 min read

James M

Dec 31 '25

When an AI refactor renames things wrong across files

#ai #automation #codequality

3 min read

James M

Dec 31 '25

When AI Refactors Introduce Inconsistent Naming Across Files

#codequality #ai #typescript #tooling

3 min read

James M

Dec 31 '25

When the AI Misreads the Stack: How Models Misinterpret Error Traces

3 min read

James M

Dec 30 '25

When long conversations cause context drift and hidden errors

#discuss #llm #programming #ai

3 min read

James M

Dec 30 '25

When long chats change the code: context drift and hidden errors

#codequality #chatgpt #llm #python

3 min read

Writing Debut