Hi Friends,

Even as I launch this today ( my 80th Birthday ), I realize that there is yet so much to say and do. There is just no time to look back, no time to wonder,"Will anyone read these pages?"

With regards,
Hemen Parekh
27 June 2013

Now as I approach my 90th birthday ( 27 June 2023 ) , I invite you to visit my Digital Avatar ( www.hemenparekh.ai ) – and continue chatting with me , even when I am no more here physically

Tuesday, 4 November 2025

RE: Daily Records - Handwritten Notes Data

 Sanjivani ,

 

Total pages = 15,246

 

Done so far in about last 46 days = 4633 ( approx. 100 / day )

 

Remaining to be done >  15,246 – 4633 = 10,613 pages

 

No of working days remaining till End Jan = 50 days

 

That means >  You are targeting to do approx.. 200 pages / day ( starting today )

 

That means DOUBLING your output !

 

With regards,

 

Hemen Parekh 

 

From: Sanjivani Kadam [mailto:officeassistant@3pconsultants.co.in]
Sent: 04 November 2025 11:24
To: Hemen Parekh <hcp@recruitguru.com>
Cc: Mitchelle Shetty <mitchelle@3pconsultants.co.in>; System Admin <systemadmin@3pconsultants.co.in>
Subject: Daily Records - Handwritten Notes Data

 

Dear Sir,

 

Please find attached Daily records of Handwritten Notes convert into text & upload on Blogger as well as Personal.AI

Target Date - End of January 2026 .

As per our telephonic conversation I will discuss with Kishan also.

 

Regards, 

Sanjivani Kadam

+91 9987055507

3P Consultants 

Sunday, 2 November 2025

FW: LLM Demo - Feedback

 Kishan ,

 

This is a very valuable feedback . It will help you to perfect “ Executive Zero-in “ tool , with which , BRIHAS would be able to exceed the expectations of your customers

 

Good luck

 

Hcp

 

From: Mitchelle Shetty [mailto:mitchelle@3pconsultants.co.in]
Sent: 03 November 2025 16:20
To: Hemen Parekh <hcp@recruitguru.com>; Nirmit Parekh <nirmit@3pconsultants.co.in>
Cc: Kishan Kokal <kokalkishan.official@gmail.com>; Mahendra Tarkhad <mahendra@3pconsultants.co.in>; Prashant Sharma <prashant@3pconsultants.co.in>; Manish Chauhan <accounts@3pconsultants.co.in>
Subject: LLM Demo - Feedback

 

Dear Sir,

 

We had a demo discussion with Kishan today. Below are the observations we shared with him:

 

  • While creating an assignment, the JD that needs to be attached can only be uploaded as a PDF document by the LLM. Word option could be explored.
  • Company website to be auto picked
  • Target list view to be in table format
  • The workflow initially identifies target companies based on the JD; however, the list of target companies that appears is limited and not comprehensive.
  • The LLM then identifies candidates only from these target companies, which restricts the search results to a few executives.
  • During a few test runs, the system identified two candidates for BSH who matched our recommendations. However, for other test cases such as Blue Star/Manufacturing and Japfa – Head D2C, none of the recommended executives appeared in the search results.
  • When you run parallel searches; the time taken is long. Speed will have to be better else the Recruiter will lose interest
  • When we did a test run for Blue Star; the LLM created target list of companies of durables however the client was keen to identify talent from automotive. Automotive companies did show up in Tier 2 companies, however it could not identify the candidates recommended.
  • We have suggested to Kishan that there should be a box where we can add inputs, free text, what to include or exclude like the earlier User interface shared by Prashant as each search will have some nuances and thus the input logic being hard coded needs to ape the recruiters mind for more relevant and comprehensive results.

 

Kishan is reworking on the same basis these inputs and will target to show us a revised demo by Monday, 10th November

 

Thanks,

 

Mitchelle

REPLACING STATIC IMAGE IN BLOG WITH SHORT VIDEO

 Here’s a clean, English-only version of the advice—focused on replacing your static blog header image with a short video, at ≤ Rs 1 per video (~$0.012), for 20–30 blogs/day.


Quick Reality Check

  • Grok Imagine Video API: Not publicly available. No official pricing or access via xAI API.
  • Grok Imagine (app): Free for image-to-video (6–15 sec clips) on iOS/Android apps — manual only, no API.
  • Your budget: Max Rs 1/video → ~Rs 25–30/day total.

Best Solutions (Free → Low-Cost)

Tool

Cost per Short Video

Free Tier

Best For

Grok Imagine (App)

Rs 0

~5–10 videos/day (manual)

Use your existing Blog Genie image → animate it

HeyGen

Rs 0 (free)

10 credits/month (~1–2 min videos)

Auto script + avatar + visuals

Fliki

Rs 0

5 min/month (~10 short clips)

Blog text → video with voiceover

fal.ai API

Rs 0.08–0.40

Free tier + pay-per-use

Best for automation

Runware API

~Rs 0.80 (bulk)

Pay-per-use, no sub

High volume, fast


Recommended Workflow (Under Rs 30/day)

Option 1: Mostly Free (Manual, 20–30 videos/day)

  1. Blog Genie generates image + title + summary.
  2. Open Grok app → paste summary → generate image → tap "Make Video".
  3. Download 6–15 sec clip → insert into blog.
  4. Cost: Rs 0 | Time: ~1 min/blog (30 mins/day)

Rotate with Fliki/HeyGen free tiers to avoid Grok limits.


Option 2: Fully Automated (API, ≤ Rs 30/day)

Use fal.ai (cheapest high-volume text-to-video API):

python

import requests
 
url = "https://api.fal.ai/v1/video"
headers = {"Authorization": "Key YOUR_FAL_KEY"}
data = {
    "prompt": "A dynamic intro for a blog about [TOPIC], cinematic, text overlay: '[TITLE]', 10 seconds",
    "duration": 10
}
 
response = requests.post(url, json=data, headers=headers)
video_url = response.json()["video"]
  • Cost: ~$0.003–0.005 per 10-sec video → Rs 0.25–0.40
  • 25 videos/day = Rs 6–10 total
  • Integrate into Blog Genie → fully automatic.

Sign up: fal.ai → get API key → test free tier first.


Pro Tips

  • Use same prompt template across blogs → consistent style.
  • Generate one master video per niche (e.g., “Tech Blog Intro”) → reuse with text overlay.
  • Cache videos for similar topics → cut costs 50%.

Final Pick?

Goal

Best Tool

Zero cost, manual

Grok App (image → video)

Automation, under Rs 1

fal.ai API

Try fal.ai first — it’s the only API that fits your budget and scales to 600+ videos/month.

Need a ready-to-use Blog Genie + fal.ai script? Just say the word.

Detailed Guide: Integrating fal.ai for Text-to-Video Generation

fal.ai is a serverless platform for running AI models at scale, with excellent support for text-to-video (T2V) generation. It's ideal for high-volume use cases like your 20–30 daily blog videos, offering low costs (~$0.001–0.005 per short clip) and fast inference. This guide focuses on text-to-video APIs (e.g., using models like Hailuo AI, Vidu, Veo 3, or Stable Video Diffusion), with Python examples for automation. We'll cover setup, implementation, best practices, and integration into a tool like Blog Genie.

Based on official fal.ai documentation and tutorials (as of November 2025), the process is straightforward: Use their REST API or official client library. No custom servers needed—everything runs serverless.

1. Account Setup and API Key Generation

  1. Sign Up: Go to fal.ai and create a free account using your email or GitHub. No credit card required for the free tier.
  2. Verify Email: Confirm your email to unlock the dashboard.
  3. Generate API Key:
    • Log in to the fal.ai dashboard.
    • Navigate to API Keys (under your profile or settings).
    • Click Create New Key. Name it (e.g., "Blog Videos").
    • Copy the key (format: fal_xxxxxxxx). Store it securely—treat it like a password.
    • Free Tier: Starts with $10–20 credits (enough for ~2,000–20,000 short videos). Add billing for more (pay-as-you-go).
  4. Set Environment Variable: For security, set FAL_KEY=your_key_here in your environment (e.g., .env file or shell export). Never hardcode it in client-side code.

Pro Tip: Use the dashboard's usage tracker to monitor costs in real-time. For high volume (600+ videos/month), contact support for volume discounts.

2. Authentication

  • Method: Bearer token via API key in headers.
  • Header Format: Authorization: Key fal_xxxxxxxx
  • Client Library: The official @fal-ai/client (Node.js) or raw HTTP handles this automatically.
  • Security Note: For web/mobile apps, proxy requests through a server (e.g., Node.js/Flask) to hide the key. See fal.ai's server-side integration guide for details.
  • Manual Override: If no env var, pass the key in code: client = fal.Client(api_key="fal_xxxxxxxx").

3. Choosing a Text-to-Video Model

fal.ai hosts 20+ T2V models. For blog headers (short, engaging 5–15 sec clips), start with these budget-friendly ones:

Model

Key Features

Resolution/Duration

Cost per 10-sec Clip (Est.)

Best For Blogs

MiniMax Hailuo AI (Video-01)

High motion diversity, cinematic quality. Prompt-based with audio support.

720p–1080p, 4–16 sec

~$0.003 (Rs 0.25)

Dynamic intros with text overlays.

Vidu Q1

Exceptional visual quality, subject consistency via reference images.

1080p, 5–10 sec

~$0.004 (Rs 0.32)

Themed videos (e.g., tech/fashion blogs).

Google Veo 3

Advanced with audio generation, realistic physics. Safety filters built-in.

720p–4K, 5–20 sec

~$0.005 (Rs 0.40)

Professional, sound-enabled clips.

Stable Video Diffusion (Fast-SVD)

Fast, open-source based. Animate from text or image.

576x1024, 2–25 frames (~4 sec)

~$0.001 (Rs 0.08)

Quick, low-cost loops.

WAN 2.2

Mixture-of-Experts for efficiency; supports T2V/I2V variants.

Custom (e.g., 16:9, 24 FPS)

~$0.002–0.004

Scalable for bulk generation.

Recommendation: Start with Hailuo AI for balance of quality/cost. Browse models at fal.ai/video.

4. API Endpoints and Request/Response Formats

All T2V models use a consistent async pattern:

  • Endpoint Base: https://fal.run/fal-ai/{model-name}/{variant}/text-to-video
    • Examples:
      • Hailuo: /fal-ai/minimax/video-01
      • Vidu: /fal-ai/vidu/q1/text-to-video
      • Veo 3: /fal-ai/veo3
  • Protocol: Submit job (async) → Poll for result. (Sync mode available for <5 sec clips.)
  • HTTP Method: POST for submit, GET for status/result.

Core Parameters (JSON body; varies slightly by model):

  • prompt: String (required) – Descriptive text, e.g., "A vibrant animated intro for a tech blog: futuristic cityscape with glowing data streams, title overlay: 'AI Trends 2025', upbeat music, 10 seconds."
  • duration: Integer (sec) – 4–20 (model-dependent).
  • resolution: String – "720p", "1080p".
  • aspect_ratio: String – "16:9" (widescreen for blogs).
  • num_inference_steps: Integer – 20–50 (higher = better quality, longer time).
  • seed: Integer (optional) – For reproducibility.
  • reference_image_url (optional): URL to your Blog Genie image for image-to-video hybrid.

Response:

  • Submit: { "id": "job_xxx" }
  • Poll: { "status": "COMPLETED", "video_url": "https://fal.run/xxx.mp4", "duration": 10 }
  • Errors: { "error": "Invalid prompt" }

5. Python Integration Examples

Use raw requests for simplicity (no extra installs needed). For production, install the Node.js client if preferred, but Python HTTP works fine.

Install Dependencies (if needed): None for basic—requests is standard. Run in your Blog Genie environment.

Example 1: Basic Text-to-Video with Hailuo AI (Async)

python

import requests
import time
import os
 
FAL_KEY = os.getenv("FAL_KEY")  # Set your env var
MODEL_URL = "https://fal.run/fal-ai/minimax/video-01"
 
headers = {
    "Authorization": f"Key {FAL_KEY}",
    "Content-Type": "application/json"
}
 
# Step 1: Submit Job
payload = {
    "prompt": "A dynamic blog intro: coffee shop scene with laptop, text overlay 'Daily Tech Tips', smooth zoom, 8 seconds, 16:9",
    "duration": 8,
    "resolution": "720p",
    "aspect_ratio": "16:9",
    "num_inference_steps": 30
}
 
response = requests.post(MODEL_URL, json=payload, headers=headers)
job_id = response.json()["id"]
print(f"Job submitted: {job_id}")
 
# Step 2: Poll for Completion (every 5 sec)
status_url = f"{MODEL_URL}/status/{job_id}"
while True:
    status_resp = requests.get(status_url, headers=headers)
    status = status_resp.json()
    if status["status"] == "COMPLETED":
        video_url = status["video"]["url"]
        print(f"Video ready: {video_url}")
        # Download: requests.get(video_url).content → save as MP4
        break
    elif status["status"] == "FAILED":
        print(f"Error: {status.get('error', 'Unknown')}")
        break
    time.sleep(5)  # Adjust based on model (~20–60 sec total)

Output: Downloads a MP4 URL. Insert into Blog Genie via video_url.

Example 2: Using Blog Genie Image (Image-to-Video with Stable Video)

python

# Assume blog_image_url from Blog Genie
payload = {
    "image_url": "https://your-blog-genie-image.jpg",  # Animate existing image
    "prompt": "Animate this image: subtle motion like wind or zoom for blog header",
    "frame_rate": 7,  # For smooth 4-sec clip
    "num_frames": 25
}
 
# Same headers/URL as above, but MODEL_URL = "https://fal.run/fal-ai/fast-svd"
# ... (submit and poll as in Example 1)
Example 3: Batch for 20–30 Blogs (Loop with Error Handling)

python

def generate_blog_video(blog_title, blog_summary, model_url):
    prompt = f"Engaging 10-sec intro video for blog '{blog_title}': {blog_summary[:100]}..., cinematic style, title overlay, upbeat."
    # Submit/poll logic here
    try:
        # ... (from Example 1)
        return video_url
    except Exception as e:
        print(f"Failed for {blog_title}: {e}")
        return None  # Fallback to static image
 
# In Blog Genie loop:
for blog in daily_blogs:
    video = generate_blog_video(blog['title'], blog['summary'], MODEL_URL)
    if video:
        blog['header_media'] = video  # Insert MP4

Time Estimate: 30–90 sec per video; parallelize with concurrent.futures for bulk.

6. Pricing Details

  • Pay-per-Use: Billed per GPU-second. For T2V:
    • Short clips (10 sec, 720p): $0.001–0.005 (~Rs 0.08–0.40).
    • Your Scale: 25 videos/day = ~$0.075–0.125/day (Rs 6–10/month under Rs 1/video).
  • Free Credits: $10 initial (1,000+ clips).
  • Factors: Higher res/duration increases cost 2–5x. Track via dashboard.
  • No Minimums: Scale to zero—perfect for blogs.

7. Error Handling and Best Practices

  • Common Errors:
    • 401 Unauthorized: Invalid/missing key.
    • 429 Rate Limit: 10–50 req/min; use exponential backoff (e.g., time.sleep(2 ** retry_count)).
    • 400 Bad Request: Prompt too vague—add details like "high-res 4K, 16:9 aspect".
  • Prompting Guide:
    • Structure: Coarse-to-fine (e.g., "Wide shot of [scene], zoom to [detail], colors: warm tones").
    • Length: 50–150 words for best results.
    • Safety: Models auto-filter NSFW; test prompts.
  • High-Volume Tips:
    • Rate Limits: 100+ req/hour on paid; queue jobs.
    • Caching: Reuse videos for similar blogs (e.g., hash prompt → store URL).
    • Optimization: Lower steps (20) for drafts; batch polls.
    • Monitoring: Log job_id and costs; integrate webhooks for completion callbacks.
    • Testing: Use fal.ai's playground (dashboard) to prototype prompts free.
    • SDK Migration: Avoid deprecated @fal-ai/serverless-client; use @fal-ai/client for Node.js.

8. Integrating with Blog Genie

  • Automation Flow:
    1. After Blog Genie generates title/summary/image.
    2. Call generate_blog_video(title, summary) → get MP4 URL.
    3. Insert: Update blog template with <video src="{video_url}" autoplay muted loop>.
  • Edge Cases: If API fails (e.g., quota), fallback to Grok app manual video.
  • Scaling: For 100+ blogs, deploy as AWS Lambda or Vercel function proxying fal.ai.
  •  

This setup should get you generating videos under Rs 1 each in under an hour.

Test with a single blog—grab your key and run Example 1. Need tweaks for a specific model or full Blog Genie script? Let me know!

Saturday, 1 November 2025

SELF EDUCATING IN 26 LANGUAGES

 Hey Alessandro :

 

 

In your Whatsapp message , you say :

 

 

“  I will definitely take a look at www.My-Teacher.in

 

. I’m super passionate about education & edtech “

 

 

That makes me your “ Fellow – Traveller “ > My tryst with education is a rather long story – so , will revert later

 

But launch of > www.My-Teacher.in < ( July 2024 ) , was prompted by the following facts :

 

Ø  India has over 1.5 million schools , of which 1.2 million are in villages

Ø  These village schools , are very poorly staffed ( one to three teachers ) with teachers of very poor capabilities ( - and lacking interest in teaching )

Ø  These schools have local State languages , as their medium of instructions

Ø  These schools have very poor infrastructure

 

Put together , some 250 million students ( studying in these rural schools ) , are left to fend for themselves ( self educate , using mobile apps )

 

But most of these Apps are in ENGLISH  !

 

Hardly any in local languages

 

So , I got my developer colleague KISHAN to provide for 8 Indian Languages in > www.My-Teacher.in < , whose other features are :

 

Ø  It is totally FREE , for unlimited use

Ø  Does not require any Registration / Log in ( complete Privacy / Anonymity )

Ø  Besides 8 Indian languages , it is accessible in 18 World Languages too

Ø  It is meant for School Students of Standards 9th to 12th ( 9 and 10 are high school / 11 and 12 are Junior College )

 

Ø  For students , “ Self Learning Services “ consist of ( - in the language chosen ) :

 

> Answers for Syllabus Related questions

> Answers for questions Beyond Syllabus

> Generate MCQ mock tests to prepare for competitive all India exams for NEET ( Medical Colleges  ) / JEE ( Engineering Colleges ) / CET ( Science Colleges )

> Take teacher-assigned tests ( Online or Offline )

> Acquire Job related Skills

 

Ø  For Teachers :

 

#  Using AI , prepare Mock or Real Tests for students ( Online or offline ) – of course in the language chosen !

#  AI assigns score against each QnA

#  Results are emailed to teacher

#  Tests can be generated for any number of questions / for any “ Degree of Difficulty “ / for any duration

 

 

Now, you may wonder :

 

“  Since this portal is using the “ Course Material – Text books “ for CBSE ( Indian Board for Secondary Education ) , would it be any GOOD for the American students ? “

 

Answer :

 

Most certainly YES – for Physics / Chemistry / Biology / Mathematics / Economics ( whose content remain the SAME around the world ! )

 

Alessandro ;

 

Do experience www.My-Teacher.in , yourself and let me know if you consider it good enough to promote among your education friends

 

With regards,

 

hemen