"አጤሬራ - 2"

በ20 ቁልፍ ዘርፎች የAi #cheatsheet አዘጋጃለሁ። #cheatsheet በምስራቅ ቋንቋ "አጤሬራ" ብንለው የሚያስኬድ ይመስለኛል። በተመረጡት ዘርፎች የሚዘጋጁት የArtificial Intelligence Cheatsheet የመረጃ ማጠቃለያ፣ ፈጣን ማጣቀሻ ወይም ቁልፍ ነጥቦችን የያዙ መጻህፍት በዋነኝነት Quick Reference Guide የሚያገለግሉ ይሆናሉ።

የፈለጋችሁትን በመምረጥ መጠቀም እንድትችሉ የሚዘጋጀው ለየብቻ ነው። በአብዛኛው ዘርፍ ተኮር ሲሆን ከታች ያለው ለሁሉም ሰው በሚሆን መልኩ በጥቅል የተዘጋጀ General AI Cheatsheet for Everyone (ሁለተኛ እትም) ነው። የመጀመሪያው እትም ለሶፍትዌር ገንቢዎች እና ለሲስተም አርክቴክቶች (Software Dev's and System Architects) የተዘጋጀ ቢሆንም ማንም Ai የሚጠቀም ሰው ሊጠቀምበት ይችላል። (ነገ አጋራችኋለሁ)::

በእርግጠኝነት ሁሉንም እትሞች በጣም ትወዳችኋላችሁ፤ ደግሞም በከፍተኛ ደረጃ ይጠቅሟችኋል። እኔም የምፈልገው እንዲጠቅማችሁ እንድትጠቀሙበት ነው። ቀጣይ እትሞችን ይበልጥ ለማዳበር አስተያየት ብትሰጡኝ ምስጋናዬ የላቀ ነው።
👇👇👇👇👇👇👇👇👇👇

ቁጥር አንድ 'አጤሬራ'❗

ይህ የመጀመሪያው በአማርኛ ያዘጋጀሁት የAi #cheatsheet ነው። ጥፍፍ ብሎ በኢንፎግራፊክስ የተዋበው ይህ የዘርፉ የመረጃ ማጠቃለያ (ፈጣን ማጣቀሻ) በዋነኝነት Software Dev's and System Architectsን ታሳቢ ያደረገ ነው። ይሁንና በAI ተግባራዊ መፍትሔዎችን ለሚያበለጽጉ እና Aiን ለሚጠቀሙ ሁሉ የሥራ ጥራትን፣ ቅልጥፍናን፣ የውሳኔ ትክክለኛነት እና የቴክኖሎጂ ኃላፊነትን ለማዳበር የሚያግዝ ዘርፈ ብዙ ማጣቀሻ የሚሆን ነው።

በየትኛውም ዘርፍ በመካከለኛ (Intermediate)፣ በላቀ (Advanced) እና በባለሙያ (Expert) ደረጃ ለሚገኝ ይበልጥ ከጀማሪ በላይ ያለው የAi ተጠቃሚ ሊይነበው፣ ሊያውቀው፣ ከራሱ ጋር ሊያዋህደው እና ሊጠቀምበት ይገባል።

#አጠቃላይ ይዘቱ:-

1. የAI መሠረታዊ ጽንሰ-ሐሳቦች እና የሞዴሎች ዓይነቶች (AI Fundamentals & Model Types)
👉 AI፣ Machine Learning (ML)፣ Deep Learning (DL)፣ Generative AI፣ LLMs፣ Reasoning Models፣ Embedding Models እና Multimodal Models።

2. ቁልፍ ቃላት እና ቴክኒካዊ ጽንሰ-ሐሳቦች (Key Terminology & Concepts)
👉 Tokens፣ Context Window፣ Training Data፣ Knowledge Cutoff፣ System Prompt፣ API፣ Embeddings፣ Vector Databases፣ RAG፣ AI Agents እና Hallucination።

3. ውጤታማ Prompt Engineering እና የPrompt ዲዛይን (Prompt Engineering & Design)

👉 Role፣ Context፣ Task፣ Constraints እና Format፤ Few-shot prompting፣ ተደጋጋሚ ማሻሻያ (Iteration) እና የPrompt አብነቶችን በስርዓት ማዘጋጀት።

4. AI በሶፍትዌር ልማት ዑደት (AI in the Software Development Lifecycle)

👉 Requirements Analysis፣ Technical Specification፣ System Architecture፣ API Design፣ AI-assisted Coding፣ Code Review፣ Refactoring፣ Debugging፣ Testing፣ Database Design፣ DevOps፣ CI/CD፣ Documentation እና Team Collaboration።

5. ዘመናዊ የAI የሥራ ፍሰቶችና ሲስተም ግንባታ (Modern AI Workflows & System Development)

👉 LLM Integration፣ Retrieval-Augmented Generation (RAG)፣ Embeddings፣ Vector Databases፣ AI Agents፣ Tool Calling፣ Model Context Protocol (MCP)፣ Workflow Orchestration እና Structured Outputs።

6. የAI ጥራት፣ አፈጻጸምና የሞዴል ግምገማ (AI Evaluation & Performance Metrics)

👉 Accuracy፣ Reliability፣ Latency፣ Token Usage፣ Cost Monitoring፣ Evaluation Sets፣ Hallucination Testing፣ Test Automation፣ Profiling፣ Logging፣ Monitoring እና Observability።

7. የAI መሣሪያዎች፣ Frameworks እና የልማት አካባቢዎች (AI Tools, Frameworks & Development Environments)
👉 Web/Desktop AI Tools፣ IDE Extensions፣ Coding Agents፣ AI APIs፣ Docker፣ Kubernetes፣ Terraform፣ Testing Frameworks፣ OpenTelemetry እና የAI ሲስተሞችን ለመገንባትና ለማስተዳደር የሚያግዙ መሣሪያዎች።

8. የAI ደህንነት፣ የውሂብ ጥበቃና ኃላፊነት (AI Security, Data Protection & Responsible Use)
👉 Cybersecurity፣ Secure Coding፣ Threat Modeling፣ Dependency Analysis፣ Prompt Injection፣ Guardrails፣ API Keys እና ሚስጥራዊ መረጃዎችን መጠበቅ፣ Access Control፣ Code Licensing እና Human Oversight።

9. የAI ወጪ፣ አጠቃቀምና የሞዴል ምርጫ ማመቻቸት (AI Cost, Usage & Model Optimization)
👉 Free/Paid Plans፣ Usage Limits፣ API Pricing፣ Prompt Caching፣ Batch Processing፣ Token Budgeting፣ ትክክለኛውን ሞዴል ለተግባሩ መምረጥ እና የውሂብ አያያዝ ፖሊሲዎች።

10. የAI ውጤት ማረጋገጫ፣ የሰው ቁጥጥርና የቡድን መመሪያዎች (Validation, Human Oversight & Team Governance)

👉 AI-Generated Code Checklist፣ የሙከራ እና የግምገማ ሂደቶች፣ የተጋራ Prompt Library፣ የAI አጠቃቀም ፖሊሲ፣ የስህተት ማረጋገጫ እና የመጨረሻ ውሳኔን በሰው ኃላፊነት ሥር ማድረግ እና ተያያዥ ይፕAi ቁልፍ ርእሰ ጉዳዮችን ያካትታል።
.
.
.
በከፍተኛ ጥንቃቄ "አጤሬራ" የተደረገ እና የተዘጋጀ ነው። Enjoy it❗
👇👇👇👇

ይህ AI Cheatsheet (አጤሬራ) Book 03 ከ20ዎቹ ምርጡ ሊሆን ይችላል። የተዘጋጀው ደግሞ በቀጥታ ለእናንተ ነው - ለማህበራዊ ሚዲያ ማህበረሰብ🙏

AI Cheatsheet for Content Creators ነው።

#አወቃቀር

በ3 ደረጃዎች፣ በ11 ክፍሎች እና በ39 ምዕራፎች የተደራጀ ነው።

- Level 1 · Understand፦ መሠረቶች እና Advanced Prompt Engineering

- Level 2 · Create፦ ስትራቴጂ፣ ጽሑፍ፣ ምስል፣ ቪዲዮ እና ድምፅ

- Level 3 · Master፦ Growth፣ Automation እና Creator Business።

- Creator Toolkit፦ Workflow Blueprints፣ Quality Control፣ Ethiopian Toolkit፣ Productivity System እና 10 ፕሮጀክቶች

- አባሪዎች፦ Master Prompt Library፣ QC Checklist እና Glossary ያካትታል።
.
.
.
ተጠቀሙበት! ለሌሎች አጋሩት🙏
👇👇👇👇👇

የጎግል የAi ነጻ ስልጠና መስጠት ጀመረ

Google አፍሪካውያን በዲጂታል ክህሎት ለማብቃት 'Skilling Africa with Google' የሚል ይፋዊ የመማሪያ መድረክ ኖቬምበር 2 ላይ አስተዋውቁል። ዛሬ ስድስተኛ ቀኑ መሆኑ ነው።

የዲጂታል ቴክኖሎጂ እና የሰው ሰራሽ አስተውሎት (AI) ክህሎቶችን በነፃ ለማስተማር በተነደፈው በዚሁ መድረክ እስከ 2030 ድረስ ሦስት ሚሊዮን አፍሪካውያንን በAI እና በዲጂታል ክህሎት ለማሰልጠን አቅዷል።

በዚህ መድረክ ምን መማር ይቻላል?

* ሰው ሰራሽ አስተውሎት እና ማሽን ለርኒንግ (Artificial Intelligence & Machine Learning)

* AI መተግበሪያዎችን በትክክለኛ ትዕዛዝ እና ጥያቄ አጠቃቀም (Prompt Engineering)

* የመረጃ ትንተና (Data Analytics)

* ዲጂታል ማርኬቲንግ (Digital Marketing)

* ድረ-ገጽ እና የድረ-ገጽ መተግበሪያ ልማት (Web Development)

* የክላውድ ኮምፒውቲንግ ቴክኖሎጂ
(Cloud Computing)

* የዲጂታል ደህንነትና የመረጃ ጥበቃ (Cybersecurity)
.
.
.

የመማሪያ መድረኩ #ጥቅሞች

* ነፃ የመማሪያ ኮርሶችን ይሰጣል

* በራሳችሁ ጊዜ እና ፍጥነት መማር/መሰልጠን ይቻላል

* በስልካችሁ ወይም በኮምፒውተር መጠቀም ይቻላል

* እያንዳንዱ ስልጠና ስታጠናቅቁ የጎግል ዲጂታል ሰርተፊኬት ይሰጣል።

* አንዳንድ ትምህርቶችን Offline ለመማር የሚያስችሉ ምንጮችን ይሰጣል

ጎግል እንደገለጸው መድረኩ :-

1. የAI ክህሎት እጥረትን መቅረፍ
2. የዲጂታል ክህሎትን ማስፋፋት
3. የትምህርት ተደራሽነትን ማሳደግ
4. የሥራና የሥራ ፈጠራ ዕድሎችን ማስፋፋት
5. የአፍሪካን የቴክኖሎጂ አቅም ማጎልበት እና ተያያዥ ዓላማዎች አሉት።

.
.
.
.
መጪዋ አፍሪካ በተፈጥሮ ሀብቷ ብቻ ሳይሆን በበለፀገ የሰው ኃይል፣ በAi እውቀት እና በቴክኖሎጂ ክህሎትም መገንባት አለባት። ይህ የGoogle ተነሳሽነትም ወጣቱ ትውልድ በዚህ ለውጥ ውስጥ ንቁ ተሳታፊ እና ተጠቃሚ የማድረግ ግብ እንዳለው ጎግል አስታውቋል (በጀርባ ያለው የጎግል ፍላጎት ግን ፈጣሪ ነው የሚያውቀው😁)
.
.
.
#የእኔ_ምክር
ይህ ለኢትዮጵያውያን ተማሪዎች፣ ሙያተኞች፣ ሥራ ፈጣሪዎች እና ይዘት ፈጣሪዎች የAI ክህሎታቸውን ለማዳበር ጥሩ እድል ነው። ፍላጎት ያላችሁ መጀመሪያ የArtificial Intelligence & Machine Learning ትምህርቶችን ጀምሩ።

ዛሬውኑ ጀምሩ!

👇ማስፈንጠሪያ ሊንክ 👇👇👇

🔗 https://skillingafrica.withgoogle.com/

የዜና አዘገጃጀት የሥራ ሂደቶች በሙያዊ የጋዜጠኝነት መርሆዎች፣ በዘመናዊ AI አጠቃቀም እና በኤዲቶሪያል የሥራ ሂደት (Editorial Workflow) መሰረት የተዘጋጁ አምስት #Prompts 👇👇👇

1. የጽሁፍ ንግግርን ወደ ስርጭት ዜና ስክሪፕት መቀየር (SPEECH-TO-NEWS SCRIPT CONVERSION)

ይህ ፕሮምፕት የተዘጋጀ ንግግር፣ መግለጫ፣ የፕሬስ ሪሊዝ ወይም ቃለ-መጠይቅን ወደ ለስርጭት የሚመች ሙያዊ የዜና ስክሪፕት መቀየር ይቀይራል።

Premium Prompt 01

#ROLE
Act as a Senior Broadcast Journalist, News Editor, Television and Radio Scriptwriter, and Professional Multimedia News Producer with extensive experience in international newsroom standards.

#TASK
Transform the supplied speech, official statement, press release, interview, public announcement, or written remarks into a professionally structured, broadcast-ready news script.

The script must preserve the original meaning and factual content while converting formal, lengthy, or conversational language into clear, concise, engaging, and journalistically appropriate news language.

#EDITORIAL WORKFLOW

STEP 1: SOURCE ANALYSIS
- Identify the central news event, announcement, decision, or development.
- Extract the most newsworthy facts, statements, figures, dates, names, and locations.
- Identify the principal speaker and relevant stakeholders.
- Distinguish factual information from opinions, promises, predictions, and political or institutional claims.
- Identify missing or ambiguous information.

* STEP 2: NEWS ANGLE AND PRIORITIZATION
- Determine the strongest news angle.
- Apply the inverted pyramid structure.
- Prioritize the most important and relevant information.
- Identify one or two strong direct quotations when appropriate.
- Avoid unnecessary ceremonial language, repetition, promotional wording, and irrelevant details.

* STEP 3: BROADCAST SCRIPT DEVELOPMENT
Prepare a professional script containing:

1. SLUG: Short internal story identifier.
2. HEADLINE: Strong, accurate, and informative headline.
3. LEAD: A compelling opening that answers the most important 5Ws and 1H where information is available.
4. BODY: Supporting facts, background, explanations, figures, and relevant developments.
5. SOUND BITE / SOT: Relevant direct quotations from the original material, if available.
6. PUNCHLINE / CLOSING: A meaningful concluding sentence that reinforces the central development without introducing new facts.
7. VISUAL AND AUDIO CUES: Appropriate production instructions.

* STEP 4: PRODUCTION CUES**
Use professional broadcast notation, such as:
- [ANCHOR ON CAMERA]
- [VOICE OVER / VO]
- [VIDEO: Relevant footage]
- [SOT: Speaker's original quotation]
- [NAT SOUND: Natural background sound]
- [GRAPHICS: Relevant statistics or figures]
- [LOWER THIRD: Speaker's name and official title]
- [CUT TO]
- [FADE OUT]

Do not invent footage, sound bites, or quotations.

* STEP 5: LANGUAGE AND QUALITY CONTROL
- Use natural, fluent, broadcast-friendly language.
- Prefer short sentences and active voice.
- Maintain neutrality, accuracy, clarity, and professional journalistic tone.
- Avoid sensationalism and unsupported conclusions.
- Preserve names, titles, numbers, dates, and original quotations accurately.
- Clearly mark unverifiable or missing details as [VERIFY] or [INFORMATION NEEDED].

#OUTPUT FORMAT

A. Editorial Assessment
- Main news angle
- Newsworthiness
- Key facts
- Missing information

B. Broadcast News Script
- Slug
- Headline
- Lead
- Body
- SOT
- Visual/audio cues
- Closing

C. Production Information
- Recommended format: Radio / Television / Digital
- Suggested duration
- Approximate word count
- Suggested visuals and graphics

D. Editor's Final Checklist
- Accuracy
- Clarity
- Attribution
- Balance
- Broadcast readiness

# IMPORTANT RULES
Do not create facts, quotations, statistics, events, or sources.
Do not present the speaker's claims as independently verified facts.
Do not distort the original meaning.
If information is insufficient, identify the gaps rather than filling them with assumptions.

#INPUT MATERIAL
[Paste the original speech, statement, interview, or press release here.]

#BROADCAST PREFERENCES
Platform: [Radio / Television / Digital]
Language: [Amharic / English / Other]
Target duration: [30 seconds / 1 minute / 2 minutes / 3 minutes / Custom]
Target audience: [Specify]
Editorial tone: [Neutral / Formal / Investigative / Public-interest]

2. የድምጽ ንግግርን ወደ ጽሁፍ ገልብጦ ወደ ዜና የሚቀይር

የድምጽ ፋይልን በትክክል መገልበጥ፣ ተናጋሪዎችን መለየት፣ ዋና ዋና መረጃዎችን ማውጣት እና ወደ ሙያዊ የዜና ዘገባ መቀየር ይችላል።

Premium Prompt 02

#ROLE
Act as a Professional Audio Transcription Specialist, Investigative Journalist, News Editor, and Broadcast News Producer.

#TASK
Analyze the uploaded audio recording of a press conference, interview, public statement, panel discussion, official briefing, or news event.

Produce an accurate transcription, extract the most important information, and transform it into a concise, complete, publication-ready news report.

#EDITORIAL WORKFLOW

* STEP 1: AUDIO ANALYSIS**
- Examine the entire audio recording.
- Identify the language, topic, context, and type of event.
- Determine the number of speakers.
- Identify speakers by name and official title only when clearly established.
- Note background noise, interruptions, unclear sections, and overlapping speech.
- Use timestamps where possible.

If the audio cannot be accessed or processed, explicitly request an accessible audio file or transcript. Never pretend to have listened to unavailable audio.

* STEP 2: VERBATIM TRANSCRIPTION
Produce a faithful transcription of the recording.

Requirements:
- Preserve the original language.
- Retain the actual meaning and wording.
- Correctly identify speaker changes.
- Include timestamps at important intervals.
- Mark unclear words as [UNCLEAR].
- Mark unintelligible sections as [INAUDIBLE].
- Mark overlapping speech where necessary.
- Do not silently reconstruct missing statements.

STEP 3: SPEAKER AND STATEMENT ANALYSIS
Create a speaker identification table containing:
- Speaker number
- Name (if identifiable)
- Official position or affiliation (if established)
- Main statements
- Important quotations
- Relevant timestamps

* STEP 4: NEWS EXTRACTION**
Extract:
- Main announcement or development
- Five Ws and One H
- Key decisions and outcomes
- Important figures and statistics
- Government or institutional commitments
- Public implications
- Controversial or conflicting statements
- Unanswered questions

Distinguish confirmed statements from allegations, opinions, promises, and projections.

* STEP 5: NEWS ADAPTATION**
Transform the extracted information into a professional news report.

The report must contain:
1. Headline
2. News lead
3. Main news body
4. Relevant quotations
5. Background and context
6. Public-interest implications
7. Closing paragraph

Apply the inverted pyramid structure and eliminate unnecessary repetition.

* STEP 6: EDITORIAL VERIFICATION
- Compare every quotation with the transcription.
- Check names, figures, dates, titles, and locations against the audio.
- Identify claims requiring independent verification.
- Flag conflicting statements.
- Never interpret unclear audio as confirmed information.

#OUTPUT FORMAT

A. Audio Overview
- Recording topic
- Language
- Duration
- Number of speakers

B. Full Transcription
- Timestamp
- Speaker identification
- Spoken content

C. Key News Highlights
Present the 5–10 most important findings.

D. Important Direct Quotations
Include exact quotations and timestamps.

E. Professional News Report
- Headline
- Lead
- Body
- Closing

F. Editorial Verification Notes
- Confirmed from audio
- Requires external verification
- Unclear or disputed information

G. Suggested Headlines
Provide three alternative headlines.

# IMPORTANT EDITORIAL RULES
Transcription and news adaptation are two separate processes. Never sacrifice transcription accuracy for writing quality.

Do not fabricate statements, speakers, quotations, statistics, or timestamps.
Do not remove context that changes the speaker's intended meaning.
Do not confuse a speaker's claim with an independently established fact.
Preserve the original language unless translation is requested.

#INPUT
[Upload audio file]

#PREFERENCES
Output language: [Amharic / English / Other]
Transcription style: [Verbatim / Clean verbatim]
News format: [Radio / TV / Website / General news]
Target length: [300 / 500 / 700 words / Custom]

3. ሳምንታዊ እና ወርሃዊ የኤዲቶሪያል ይዘት እና የዜና እቅድ መስሪያ

ለዜና ክፍል የሥራ ክፍፍል፣ የዘገባ ምርጫ፣ የጋዜጠኞች ምደባ፣ የይዘት እቅድ እና የስርጭት መርሐ ግብር ማዘጋጀት ያስችላል።

Premium Prompt 03

#ROLE
Act as a Chief Editor, Newsroom Managing Editor, Editorial Strategist, News Planning Coordinator, and Media Operations Consultant.

#TASK
Develop a comprehensive, realistic, and professionally structured weekly and monthly editorial calendar for a media organization.

The calendar must help editors, reporters, producers, photographers, video journalists, and digital media teams coordinate their work efficiently.

#EDITORIAL WORKFLOW

* STEP 1: EDITORIAL CONTEXT ANALYSIS
Analyze:
- Media organization's mission and editorial identity.
- Target audience and geographical coverage.
- Main news categories.
- Available newsroom staff and production resources.
- Publication and broadcast schedules.
- Editorial priorities and ongoing coverage.

* STEP 2: NEWS AND EVENT MAPPING
Identify and organize:
- National and international events.
- Official government announcements and scheduled briefings.
- Parliamentary, diplomatic, economic, and political developments.
- Important public holidays and commemorative days.
- Business, technology, education, health, environment, and cultural events.
- Major sports and entertainment events.
- Ongoing investigations and follow-up stories.
- Human-interest and community-interest stories.

When internet research is available, check current event dates and reliable announcements. Clearly distinguish confirmed events from anticipated developments.

Never invent event dates, official announcements, or scheduled activities.

* STEP 3: STORY SELECTION AND PRIORITIZATION
Evaluate proposed stories using:
- Newsworthiness
- Public interest
- Timeliness
- Impact
- Relevance
- Exclusivity
- Available evidence
- Reporting feasibility

Assign priorities:
- HIGH: Immediate editorial attention.
- MEDIUM: Planned coverage.
- LOW: Optional or supplementary content.

STEP 4: JOURNALIST AND RESOURCE ASSIGNMENT
Allocate tasks according to staff expertise, availability, and workload.

Possible assignments:
- Political reporter
- Economic reporter
- Social affairs reporter
- Investigative journalist
- International news reporter
- Camera operator
- Photographer
- Video editor
- News producer
- Digital content editor
- Fact-checker

For every assignment, specify:
- Responsible person or role
- Story angle
- Required sources
- Reporting deadline
- Editorial review deadline
- Expected output
- Production requirements

Do not invent employee names. Use role-based assignments when staff information is unavailable.

* STEP 5: WEEKLY EDITORIAL CALENDAR
Create a day-by-day calendar covering:
- Monday through Sunday
- Planned stories
- Breaking news monitoring
- Interviews
- Field reporting
- Editorial meetings
- Scriptwriting and editing
- Fact-checking
- Broadcast or publication
- Follow-up coverage

* STEP 6: MONTHLY EDITORIAL CALENDAR
Organize the month into four or five editorial weeks.

Include:
- Major monthly themes
- Special reports
- Investigative projects
- Feature stories
- Special interviews
- Documentary or multimedia projects
- Public-interest campaigns
- Major expected events
- Follow-up and impact reporting

* STEP 7: NEWSROOM COORDINATION
Develop a practical workflow:
Story Pitch → Editorial Approval → Assignment → Reporting → Verification → Scriptwriting → Editing → Final Approval → Publication/Broadcast → Follow-up.

* STEP 8: MONITORING AND EVALUATION
Define performance indicators:
- Stories completed
- Stories published or broadcast
- Deadline compliance
- Verification quality
- Audience engagement
- Original reporting
- Diversity of sources
- Follow-up coverage

#OUTPUT FORMAT

A. Editorial Strategy and Monthly Priorities

B. Weekly Editorial Calendar

Use a table with:
Date | Day | News Topic | Story Angle | Assigned Role | Deadline | Output Platform | Priority

C. Monthly Editorial Calendar

Use a table with:
Week | Main Theme | Planned Stories | Special Coverage | Responsible Team | Expected Output

D. Journalist Assignment Matrix

E. Important Events and Coverage Opportunities

F. Editorial Meeting Schedule

G. Newsroom Production Workflow

H. Monitoring and Performance Indicators

I. Risks and Contingency Planning

#IMPORTANT RULES
The calendar must be realistic and achievable.
Avoid repetitive story selection.
Balance breaking news, investigative journalism, public-interest reporting, and feature content.
Clearly label tentative events.
Do not assume that anticipated events will definitely happen.
Account for newsroom staffing and production capacity.

#INPUT INFORMATION
Media organization: [Name]
Country or coverage area: [Ethiopia / International / Other]
Planning period: [Week / Month / Both]
Start date: [Date]
News categories: [Specify]
Available newsroom staff: [Specify]
Publishing platforms: [TV / Radio / Website / Social Media]
Publishing frequency: [Specify]

#FINAL INSTRUCTION
Create an actionable editorial calendar, not merely a list of suggested topics. Every major story must have a clear angle, responsible role, deadline, and expected output.

4. የእውነታ ማረጋገጥና የምንጭ ምርመራ

FACT-CHECKING & SOURCE VERIFICATION

በዜና ውስጥ የሚገኙ አሃዞችን፣ ቀኖችን፣ ስሞችን፣ ጥቅሶችንና አስፈላጊ መረጃዎችን ከታማኝ ምንጮች ጋር ማረጋገጥ።

Premium Prompt 04

#ROLE
Act as a Senior Investigative Journalist, Professional Fact-Checker, Research Analyst, and Editorial Verification Specialist.

#TASK
Conduct a systematic fact-checking and source-verification review of the supplied news article, speech, interview, press release, official statement, or proposed news script.

Your primary objective is to identify factual inaccuracies, unsupported claims, misleading statements, missing context, questionable statistics, and unreliable sources before publication or broadcast.

#EDITORIAL WORKFLOW

* STEP 1: CLAIM IDENTIFICATION
Break the submitted material into individual verifiable claims.

Identify:
- Names and official titles
- Dates and timelines
- Locations
- Numerical figures and percentages
- Financial and economic statistics
- Historical statements
- Scientific or technical claims
- Direct quotations
- Institutional announcements
- Legal and policy references
- Claims about public events and developments

Separate factual claims from opinions, predictions, interpretations, and rhetorical statements.

STEP 2: SOURCE IDENTIFICATION
Identify the best available sources for each claim.

Prioritize:
1. Original documents and primary sources.
2. Official government and institutional publications.
3. International organizations and recognized research institutions.
4. Peer-reviewed academic publications.
5. Reputable independent news organizations.
6. Credible expert interviews and documented reports.

Where relevant, examine:
- Ethiopian government institutions
- Ethiopian Statistics Service
- National Bank of Ethiopia
- Relevant ministries and regulatory bodies
- United Nations agencies
- World Bank
- International Monetary Fund
- African Union
- Other relevant primary institutions

Do not treat an institution's own statement as independent confirmation of its claims.

* STEP 3: CROSS-VERIFICATION
For each claim:
- Compare it with available reliable sources.
- Check the original publication date.
- Verify whether the information is current.
- Examine the original context.
- Compare conflicting figures and explanations.
- Check whether a quotation is accurately attributed.
- Distinguish historical data from current data.
- Identify outdated, incomplete, or misleading information.

Use multiple independent sources for important or disputed claims whenever possible.

* STEP 4: CLAIM CLASSIFICATION
Assign one of the following verdicts:

- VERIFIED: Supported by reliable evidence.
- MOSTLY ACCURATE: Fundamentally correct but requires minor clarification.
- PARTIALLY ACCURATE: Contains both correct and incorrect elements.
- MISLEADING: Uses technically correct information in a misleading context.
- FALSE: Contradicted by credible evidence.
- UNVERIFIED: Insufficient evidence to establish accuracy.
- OUTDATED: Previously accurate but no longer current.
- OPINION: A subjective statement that cannot be established as factual.

Do not assign a definitive verdict when the available evidence is insufficient.

* STEP 5: SOURCE CREDIBILITY ASSESSMENT
Evaluate:
- Source authority
- Originality
- Transparency
- Publication date
- Evidence quality
- Potential conflicts of interest
- Independence
- Relevance to the claim

Identify sources that are anonymous, questionable, outdated, or unverifiable.

STEP 6: EDITORIAL RISK ANALYSIS
Identify:
- Potential misinformation
- Defamation risks
- Incorrect attribution
- Misleading statistics
- Missing opposing perspectives
- Privacy concerns
- Sensitive allegations
- Legal or reputational risks

Flag sensitive issues for human editorial or legal review.

* STEP 7: CORRECTION AND RECOMMENDATION
For every problematic claim:
- Quote the original statement.
- Explain the verification problem.
- Present the available evidence.
- Recommend accurate replacement wording.
- Identify any additional reporting required.

#OUTPUT FORMAT

A. Executive Verification Summary

B. Fact-Checking Table

Claim | Verification Status | Evidence | Source | Publication Date | Editorial Recommendation

C. Detailed Claim-by-Claim Analysis

D. Source Credibility Assessment

E. Contradictions and Missing Information

F. Potential Editorial and Legal Risks

G. Recommended Corrections

H. Final Editorial Verdict:
- Ready for publication
- Publish after corrections
- Requires further verification
- Do not publish until resolved

#STRICT JOURNALISTIC RULES
Never fabricate sources, URLs, research papers, quotations, or evidence.
Never claim to have verified something without examining supporting evidence.
Provide working source links whenever web research is available.
Distinguish source statements from independently verified findings.
Do not rely exclusively on search-result snippets.
Clearly indicate when a claim cannot be verified.
For numerical data, check the unit, reporting period, geographical scope, and methodology.
For conflicting sources, explain the disagreement instead of arbitrarily selecting one.

#INPUT MATERIAL
[Paste news article, speech, statement, or script here.]

#VERIFICATION PREFERENCES
Country or jurisdiction: [Ethiopia / International / Other]
Verification date: [Current date]
Subject area: [Politics / Economy / Health / Science / Other]
Required depth: [Standard / Advanced / Investigative]
Language of report: [Amharic / English]

#5. ዋናውን ዜና ለተለያዩ የሚዲያ መድረኮች ማስማማት

MULTI-PLATFORM NEWS REPURPOSING

አንድን የተሟላ ዜና ለቴሌቪዥን፣ ሬዲዮ፣ ድህረ-ገጽ፣ Facebook፣ TikTok፣ Instagram፣ YouTube፣ Telegram እና X በተለያየ ቅርጽ ማዘጋጀት ያስችላል።

Premium Prompt 05

#ROLE
Act as a Senior Digital News Editor, Multi-Platform Content Strategist, Social Media Journalist, SEO Specialist, and Multimedia News Producer.

#TASK
Transform the supplied original news report into a coordinated multi-platform content package suitable for different digital, broadcast, and social media channels.

The objective is to maximize accessibility, clarity, audience engagement, and distribution while preserving the original news facts, context, accuracy, and editorial integrity.

#EDITORIAL WORKFLOW

* STEP 1: MASTER NEWS ANALYSIS
Analyze the original news report and identify:
- Central news development
- Main news angle
- Five Ws and One H
- Key facts and statistics
- Important quotations
- Relevant background
- Public-interest implications
- Target audience

Identify the single most important message that must remain consistent across all platforms.

* STEP 2: MASTER NEWS SUMMARY
Prepare:
- One-sentence summary
- 50-word summary
- 100-word summary
- Five key takeaways
- Three alternative headlines

All summaries must preserve the original meaning and factual accuracy.

* STEP 3: WEBSITE AND SEO CONTENT
Prepare:
- SEO-friendly headline
- Alternative headline
- Meta title
- Meta description
- URL slug
- Primary keyword
- Secondary keywords
- Relevant tags
- Suggested image caption
- Suggested image alt text
- Website-ready news article

Avoid keyword stuffing and misleading clickbait.

* STEP 4: SOCIAL MEDIA CONTENT

Create platform-specific content:

A. FACEBOOK
- Engaging but accurate opening
- Concise news summary
- Relevant context
- Appropriate hashtags
- Link-sharing caption

B. TELEGRAM
- Direct news headline
- Concise and informative summary
- Important figures or developments
- Source attribution
- Link placeholder

C. X (TWITTER)
- Concise news update
- Important facts
- Appropriate source attribution
- Thread format when the story requires additional explanation

D. INSTAGRAM
- Short news caption
- Carousel content outline (5–7 slides)
- Cover headline
- Concise slide-by-slide text
- Relevant hashtags

E. LINKEDIN
- Professional news summary
- Institutional, economic, or industry implications
- Relevant context
- Professional hashtags

* STEP 5: SHORT-FORM VIDEO SCRIPTS

Prepare:

A. TIKTOK / INSTAGRAM REELS
- Attention-grabbing but factual hook
- Short presenter introduction
- Main development
- Supporting facts
- Strong closing
- Call to action when appropriate

B. YOUTUBE SHORTS
- Video title
- 30–60-second script
- Suggested visual sequence
- On-screen text
- Subtitle text
- Closing

C. BROADCAST PROMO
- 15-second news teaser
- 30-second news preview

For every video script, include:
- Voice-over narration
- Suggested footage
- On-screen graphics
- Estimated duration
- Scene transitions

Do not invent visual evidence or portray illustrative footage as actual event footage.

* STEP 6: VISUAL STORYTELLING
Recommend:
- Main thumbnail concept
- News graphic concept
- Infographic opportunities
- Relevant photographs
- Data visualization opportunities
- Short video or animation ideas

Distinguish actual photographs from illustrative visuals.

* STEP 7: CONTENT DISTRIBUTION PLAN
Recommend:
- Publication sequence
- Suitable posting times, if audience data is available
- Platform-specific publication format
- Cross-platform linking strategy
- Follow-up content opportunities

Do not invent audience analytics or guarantee engagement.

* STEP 8: EDITORIAL CONSISTENCY CHECK
Before finalizing:
- Compare every version with the master news report.
- Verify names, dates, figures, and quotations.
- Ensure headlines do not exaggerate the story.
- Preserve attribution and context.
- Remove unsupported claims.
- Maintain consistent editorial standards across platforms.

#OUTPUT FORMAT

1. Master News Summary
2. Five Key Takeaways
3. Alternative Headlines
4. Website and SEO Package
5. Facebook Post
6. Telegram News Update
7. X Post / Thread
8. Instagram Caption and Carousel
9. LinkedIn Post
10. TikTok / Reels Script
11. YouTube Shorts Script
12. 15-Second and 30-Second Promos
13. Visual and Infographic Recommendations
14. Multi-Platform Distribution Plan
15. Final Editorial Quality Checklist

#IMPORTANT RULES
The original news report is the primary source of factual content.
Never introduce facts that are absent from the original material or independently verified sources.
Do not change the meaning of quotations.
Do not use sensationalist headlines or misleading hooks.
Adapt tone, length, and structure to each platform without compromising journalistic accuracy.
Use platform-appropriate hashtags sparingly.
Do not fabricate links, sources, statistics, images, or audience engagement data.

#INPUT MATERIAL
[Paste the approved master news report here.]

#CONTENT PREFERENCES
Media organization: [Name]
Country: [Ethiopia / Other]
Primary language: [Amharic / English]
Secondary language: [Optional]
Target audience: [Specify]
Platforms: [Select relevant platforms]
Brand voice: [Professional / Informative / Youth-focused / Public-interest]
Video duration: [15 / 30 / 60 / 90 seconds]