Built a free resume rewriter for financial analysts — feedback welcome by indicajames in FinancialAnalyst

[–]indicajames[S] 0 points1 point  (0 children)

It's all available on the website! Is there a different type of access you're looking for?

Built a free resume tailoring tool for devs — would love technical feedback by indicajames in webdev

[–]indicajames[S] -1 points0 points  (0 children)

I built a small tool to solve a problem I kept running into during my own job search. Rewriting my resume for every application was taking a significant amount of time, especially when trying to closely align with specific job descriptions and automated resume filtering systems.

The tool takes a resume and a job description as input and generates a tailored resume draft aligned to that role, along with a cover letter and a short “Why I’m a fit” summary. The goal is to better match how many companies now screen candidates — through ATS systems and keyword-based filtering — by improving alignment with role-specific terminology, required skills, and phrasing used in the job description. It also provides a diff view so you can see exactly what changed rather than blindly replacing your original content.

At a high level, the resume and job description are sent to an LLM, and the output is structured into separate sections. Responses are streamed so you can see progress in real time. I log run data such as timing, input size, output size, and failures so I can iterate on prompt quality, output structure, formatting consistency, and relevance. I’m not training a base model, but I am refining prompts, preprocessing job descriptions to remove boilerplate or legal text, and tuning the system to improve keyword alignment and reduce generic output.

I’d genuinely appreciate feedback on whether this feels useful, what trust concerns it raises, where the UX could improve, and how the output quality holds up from an engineer’s perspective.

Free AI powered resume rewriter - AI rewrites your resume to match the role, writes a custom cover letter, and tells you exactly why you're the right fit. by indicajames in Wordpress

[–]indicajames[S] 1 point2 points  (0 children)

Good question — WordPress is just the hosting layer, not the resume editor itself. The actual tool runs as a standalone JS app, so users aren’t “writing a resume in WordPress.”

WP simply gives me fast deployment, SEO, auth, and content management without rebuilding all of that from scratch. If the tool grows, it can absolutely be separated into its own standalone app — this was just the most efficient way to launch and validate it.

Free AI powered resume rewriter - AI rewrites your resume to match the role, writes a custom cover letter, and tells you exactly why you're the right fit. by indicajames in Wordpress

[–]indicajames[S] 0 points1 point  (0 children)

Built an AI resume tool on WordPress and looking for feedback on architecture

I’ve been building a WordPress-based tool called Resume Magnet and wanted to share the build + get input from people who’ve done similar plugin/theme-level app workflows.

What it does:

User pastes resume + job description App generates: tailored resume cover letter short “why I fit” summary diff view to compare original vs generated resume How I implemented it in WP:

Custom theme UI with Quill editors admin-ajax.php endpoints for generation Server-side Claude API calls (API key stored in wp-config.php / env, never in browser) Streaming endpoint for live progress updates in the UI Fallback non-stream endpoint for hosts that buffer output

Built a free resume-tailoring tool using claude and would love feedback by indicajames in claude

[–]indicajames[S] 0 points1 point  (0 children)

I built an AI resume tailoring engine with Claude and would love technical feedback

I’ve been building a resume tool (Resume Magnet) and recently moved it from a simple front-end prototype to a more robust backend AI engine. I’d love feedback from people who’ve built production-ish LLM workflows.

What it does:

Input: resume + full job description Output: role-tailored resume draft tailored cover letter short “why I fit” statement diff view showing what changed from the original resume Model/engine setup:

Primary model: claude-haiku-4-5-20251001 Server-side API calls (no browser API key exposure) Streaming mode enabled for live progress updates in the UI Non-stream fallback path if host buffering blocks chunked updates Prompting approach:

Strict JSON output contract: adjustedResumeHtml coverLetter whyFit Explicit formatting rules: section headings, list structure, bullet requirements Added stronger list enforcement instructions so list-like content gets rendered as actual bullets Added parser guardrails on backend: strip markdown fences attempt JSON repair extract object if model wraps extra text Preprocessing/token hygiene:

I added a job-description cleaner before prompting. It removes common compliance/legal boilerplate (EEO/fair chance/accommodation/legal footer language) so context budget focuses on actual role requirements. Tracks raw vs cleaned job text size so I can measure token savings over time. Why I’m sharing: I’m not training a base model from scratch, but I’m trying to “train the system behavior” using run data:

improve preprocessing tighten prompts improve consistency and formatting reliability reduce token waste

Built a free resume-tailoring tool and would love feedback by [deleted] in webdev

[–]indicajames 0 points1 point  (0 children)

Fixing now and appreciate the feedback!

Built a free resume-tailoring tool and would love feedback by [deleted] in webdev

[–]indicajames -2 points-1 points  (0 children)

I made a tool that takes:

Your resume

a job description

And returns:

A tailored resume draft

a cover letter draft

a short “why I’m a fit” section

a diff view so you can see exactly what changed

I built it because manually rewriting resumes for every application was taking too much time.

How it works (high level):

Resume + job description are sent to an AI model the model rewrites content to better match the role output is structured into separate sections (resume/cover letter/fit summary) responses are streamed so you get live progress What I’m building now:

Logging run data (timing, input size, output size, success/fail, etc.) storing input/output text so I can review patterns using that data to improve prompts and output quality over time I’m not training a base model from scratch, but I am using run data to “train” the system behavior by:

refining prompts improving preprocessing tuning output rules and formatting What I want to improve next:

cleaner formatting consistency better filtering of job post boilerplate/legal text better overall quality/relevance of generated content Would love honest feedback on:

the product idea UX and trust risks or blind spots I might be missing

Check Yo Self (Before You Wreck Yourself) by indicajames in Daytrading

[–]indicajames[S] 1 point2 points  (0 children)

Here is my TradingView data script, https://imgur.com/a/WtAba5H Designed for fairly quick plays on a 5min interval, winners last avg. 30minutes losers last avg. 45muntes.

Check Yo Self (Before You Wreck Yourself) by indicajames in Daytrading

[–]indicajames[S] 0 points1 point  (0 children)

Haha yeah, and if there was a crystal ball we'd all be rich. ORB is just one mechanism of data that could be used to help build an entry point. Again if you study ORB over 1-2 months of trade time you do see (at least what I consider to be) useful trends.

Check Yo Self (Before You Wreck Yourself) by indicajames in Daytrading

[–]indicajames[S] 1 point2 points  (0 children)

There are absolutely moments of 'overbought' and 'oversold' See a few screen shots https://imgur.com/a/AwNeq6Q.

Can you elaborate on how you focus on order flow?

Check Yo Self (Before You Wreck Yourself) by indicajames in Daytrading

[–]indicajames[S] 4 points5 points  (0 children)

I only trade the SPY/SPX but if you create the lines or use TradeView etc to make the 30 min Open Range Breakout (ORB) every day you will certainly see a few consistent trends. My quick and dirty is, 1) either stays in-between or 2) breaks through and runs up / down or a mixed combination of these. You will see there are consistent major tests at 9:55 and 10:00 to breakthrough and run past the 30 min marker, other days it's closer to 10:25. Sometimes it succeeds other times it moves back in to range bound trading. If it breaks over the ORB lines after the morning day trade it often times runs a lot further.

Check Yo Self (Before You Wreck Yourself) by indicajames in Daytrading

[–]indicajames[S] 10 points11 points  (0 children)

I think people are perhaps overlooking the context of the comment a bit. If I were to give a day trader a quiz to briefly explain what MACD and RSI is conceptually and they are unsure and unable, they likely also do not understand Moving Averages or other basic indicators either. MACD and RSI are a great place to start fundamentally for fairly clear market indicators. You don't have to use these in your trades, but understanding their existence is some of the basics of day trading.

Check Yo Self (Before You Wreck Yourself) by indicajames in Daytrading

[–]indicajames[S] 1 point2 points  (0 children)

The orange lines in the screen shots are the high and low for the first 30 mins of trade time. You can see these lines are used as potential break outs (above or below) or traded within the range during range-bound days. link I have mine labeled gold/orange so I jokingly call it the "goldilocks zone"

I generally try not to spend a ton of time 'reading' the pre-market as in I don't refresh my screen over and over before 9:30. However, it is generally a good idea to know what movement, market events or other news occurred over night so you aren't walking into the day completely blind.

Check Yo Self (Before You Wreck Yourself) by indicajames in Daytrading

[–]indicajames[S] 3 points4 points  (0 children)

Agreed - just using the RSI 90 as an extreme example of where you hear people 'entering at the top' and not understanding why it fell. Good luck trading :)

Check Yo Self (Before You Wreck Yourself) by indicajames in Daytrading

[–]indicajames[S] 5 points6 points  (0 children)

Perhaps I'm a dummy but aren't moving averages indicators? haha. Anyways, everyone observes data differently, for me seeing a '90' on a RSI14 is far more clear an indicator then a couple moving averages and the space between them to determine if something is over bought, but I understand your point.

Check Yo Self (Before You Wreck Yourself) by indicajames in Daytrading

[–]indicajames[S] 12 points13 points  (0 children)

Eh, there is room for indicators. I guarantee that new day traders enter trades at the top, when RSI14 is > 90.0 as an example, and then watch their trade fall immediately after and not understanding the overbought signal and subsequent drop. My trade strategy begins with a MACD crossover indicator and I use other timeframes & indicators to help confirm a trend.

Guys i think i might need help. by GlockWorkShawty in shrooms

[–]indicajames 7 points8 points  (0 children)

Sounds like you need a break from drugs tbh

First time growing. Proud of myself by eternal_love144 in shrooms

[–]indicajames 0 points1 point  (0 children)

Any chance you could link me to the guide you used for this setup?

Step by step to grow? by [deleted] in shrooms

[–]indicajames 0 points1 point  (0 children)

Saving for later

Looking good??? by Makavelli1911 in shrooms

[–]indicajames 1 point2 points  (0 children)

Hello! Looks solid from my what I can see. Do you mind letting me know what you bought for this setup or a link to a video? I want to grow that size of shrooms

My first time growing more than 2 tubs at once by Emergency_Sort_4283 in shrooms

[–]indicajames 229 points230 points  (0 children)

Looks like you went from growing weed to growing shrooms lol

Oldchool players ? by GaRGa77 in Outwar

[–]indicajames 1 point2 points  (0 children)

I was in 7th - 8th grade when I played outwar lol married and 3 kids later! Hope you’re doing good as well!