Gabriel

I focus on broken AI workflows, model failures, and practical fixes teams can apply quickly.

Joined on Dec 29, 2025

Education

BS in Software Engineering and Data Analytics

Work

AI Quality and Reliability Engineer

Gabriel

Feb 22

How to Choose and Deploy an AI Model Without Guesswork: A Guided Journey

#chatgpt5model #claudeopus41 #gemini25profree #claude37sonnetfree

5 min read

Want to connect with Gabriel?

Create an account to connect with Gabriel. You can also sign in below to proceed if you already have an account.

Create Account

Already have an account? Sign in

Gabriel

Feb 22

Why your content tools produce brittle drafts - and how to make them reliable

#aiplagiarismchecker #debatebotfree #grammarlyaidetector #aiwritingtools

5 min read

Gabriel

Feb 21

Swapping Our Image Stack in Production: What Changed and Why It Mattered

#ideogramv2turbo #sd35flash #nanobananapronnew #imagen4fastgenerate

5 min read

Gabriel

Feb 21

Where Deep Research Fits Now: Rethinking How Developers Do Evidence Work

#deepresearchai #airesearchassistant #deepresearchtool #generativeairesearch

4 min read

Gabriel

Feb 20

Why do modern AI models drift in real-world use, and how do you stop it?

#claudesonnet37 #gemini25pro #aimodeldrift #grok4

6 min read

Gabriel

Feb 20

Why I Abandoned My "Best Tool" Spreadsheet: A 30-Day Stress Test of Imagen 4, DALL·E 3, and Ideogram

#aiimagemodelcomparison #imagen4fastgenerate #dalle3standardbenchmark #ideogramv2atypography

5 min read

Gabriel

Feb 20

Picking the Right Image Model: Practical Trade-offs Between Leading Generators

#sd35large #aiimagemodelcomparison #ideogramv3 #imagen4generate

5 min read

Gabriel

Feb 19

How to Stop Guessing and Choose the Right AI Model - A Pragmatic Guided Journey

#claudesonnet45 #atlascromptai #claude35haiku #gemini25flash

5 min read

Gabriel

Feb 19

Specialist Tools vs. One-Stop AI: Which Writing Stack Actually Saves Time?

#aidiagrammaker #taskprioritizertool #captiongeneratortool #bestaiwritingtools

5 min read

Gabriel

Feb 18

How to Clean, Upscale and Recreate Images - A Practical Guided Journey

#removewatermarksfromphotos #imageupscaler #aiphotoeditor #removetextfromphotos

5 min read

Gabriel

Feb 18

Small Models vs Giant Models: Which One Actually Fits Your AI Workflow?

#claude35haiku #claude37sonnet #gpt5free #gemini25flash

5 min read

Gabriel

Feb 17

Why Content Generators Break at Scale: An Engineers Under-the-Hood Audit

#aiplagiarismchecker #duplicatecontentdetection #scalingcontentgenerators #contentintegrityaudit

5 min read

Gabriel

Feb 17

When Image Tools Learned to Edit - Why Practical Visual AI Matters Now

#removeelementsfromphoto #aiimagegenerator #aiimageupscaler #aitextremover

5 min read

Gabriel

Feb 16

Why Deep Research Tools Change How Engineers Trust AI: An Under-the-Hood Breakdown

#deepresearchtools #deepresearchai #airesearchassistant #aiforliteraturereview

5 min read

Gabriel

Feb 16

Why Your Writing Toolkit Feels Generic (And How to Build One That Actually Helps)

#aiplagiarismchecker #aiwritingtools #textrewriteonline #aitextsummarizer

5 min read

Gabriel

Feb 13

Why I Stopped Wrestling with Photo Tools and Started Shipping Visuals Faster

#aiimagegeneratorapp #aitextremover #freephotoenhancer #removetextfromimage

5 min read

Gabriel

Feb 10

I stopped switching image models mid-project - heres what actually worked

#aiimagegenerators #imagen4generate #ideogramv2 #nanobanananew

5 min read

Gabriel

Feb 10

Why I Stopped Photoshoping Every Product Photo and Built a Faster Fix

#bulkphotoretouching #removetextfromphotos #removeobjectsfromphoto #aiimageediting

5 min read

Gabriel

Feb 9

Why Generative Restoration Is Replacing Manual Editing in Modern Production Pipelines

#freeaiimageupscaler #removeobjectsfromphoto #fixblurryphotos #generativefillai

4 min read

Gabriel

Feb 6

Why My PDF Research Sprint Failed (And The One Tool That Fixed It)

#pdfresearchtools #deepresearchai #layoutlmv3model #airesearchassistant

5 min read

Gabriel

Feb 6

Why I Stopped Model-Hopping: The Week I Bet My Search Pipeline on One Multi-Model Interface

#gemini20flashlite #gemini25pro #grok4free #claudesonnet37

5 min read

Gabriel

Feb 6

How Sparse Attention Breaks Reasoning in Low-Latency LLMs (Architecture Analysis)

#claude35haiku #sparseattentionmechanism #gpt41model #gemini20flashlite

7 min read

Gabriel

Feb 5

Why "Deep Research" Agents Are Replacing Manual Documentation Hunting (2026 Shift)

#airesearchassistant #deepresearchaitools #autonomousresearchagents #automatedliteraturereview

5 min read

Gabriel

Feb 5

How I Built a Robust PDF Parser: From Manual Research to Deep Research Agents

#pythondocumentintelligence #airesearchassistant #deepresearchaitools #autonomousagentsworkflow

6 min read

Gabriel

Feb 4

how AI can include ML and DL

#dl #ai #machinelearning

1 min read

Gabriel

Feb 4

dvsdvvb bd biob

#ai #dl #machinelearning

1 min read

Gabriel

Feb 4

Test Blog

#ai #dl #machinelearning

1 min read

Gabriel

Feb 4

Why AI Generated Images Have Weird Artifacts (And The Workflow to Fix Them)

#aiimagegenerator #aitextremover #removetextfromphotos #generativeaiart

6 min read

Gabriel

Feb 4

The Typography Stress Test: Why We Finally Ditched Single-Model Workflows

#imagen4ultragenerate #bestaifortypography #ideogramv2aturbo #aiimagemodels2025

6 min read

Gabriel

Jan 29

Top Advanced AI Research Assistants for Deep Research & Analysis (2026 Guide)

#autonomousresearchagents #deepresearchtools #automatedliteraturereview #airesearchassistant

6 min read

Gabriel

Jan 29

I spent 40 hours debugging Image Models so you don't have to (2026 Benchmarks)

#nanobananapronew #aigameassetgeneration #nanobananaaimodel #imagen4fastgenerate

7 min read

Gabriel

Jan 23

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

#claudesonnet4 #gpt5interpretability #gemini25pro #llminterpretability

6 min read

Gabriel

Jan 8

When a refactor bot renames things unevenly: inconsistent variable naming across files

#codequality #llm #tooling #typescript

3 min read

Gabriel

Jan 7

When code suggestions keep using deprecated Pandas APIs: a practical postmortem

#codequality #datascience #llm #python

3 min read

Gabriel

Jan 7

When autocomplete suggests deprecated Pandas APIs — a debugging postmortem

#api #datascience #llm #python

3 min read

Gabriel

Jan 6

When code generation suggests deprecated Pandas APIs — a case study

#api #codequality #llm #python

3 min read

Gabriel

Jan 6

When code-gen suggests deprecated Pandas APIs: a case study in subtle breakage

#codequality #dataengineering #llm #python

3 min read

Gabriel

Jan 1

When code-gen suggests deprecated Pandas APIs — a subtle drift that broke a pipeline

#dataengineering #devops #python #ai

3 min read

Gabriel

Jan 1

When AI-generated unit tests pass but the code still fails in production

#ai #codequality #testing

3 min read

Gabriel

Jan 1

When code generation suggests deprecated Pandas APIs and CI stays silent

#codequality #cicd #python #ai

3 min read

Gabriel

Dec 31 '25

When a Model Renames Things Differently in Each File: Lessons from a Multi‑File Refactor

#ai #codequality #softwareengineering

3 min read

Gabriel

Dec 31 '25

When an AI Suggests DataFrame.append: Missing Pandas Deprecations in Generated Code

#codequality #dataengineering #llm #python

3 min read

Gabriel

Dec 31 '25

When an AI Refactor Renames the Wrong Things: A Tale of Inconsistent Function Naming

3 min read

Gabriel

Dec 30 '25

When long chats change the model (and your build breaks)

#discuss #codequality #llm #promptengineering

3 min read

Gabriel

Dec 30 '25

When long chats go wrong

#llm #promptengineering #softwaredevelopment

3 min read

1 Week Community Wellness Streak

Writing Debut

Want to connect with Gabriel?